{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "from scipy.stats import norm\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from scipy import stats\n",
    "df_train = pd.read_csv('../data/train_pp.csv')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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R3EBlZmZm1mmKlS+7Hm8HamZmZmadpsuPjJqZmZnVhBqe19me5DXbO8YftvlI1hv9XOafC5tkfj8/2T0vcOKM72XFDRt2bNOZqvhFj12y4h7o3T0rbrvVeZ+TO3qtyYpbSl5cX/Je376rejWdqYp6ZYXxaI+897MPeRXuu3JlVty5vfO+DrvTPytuq7zqeKRnyz+3/SPvwtiAzJ8t07oty4rrp7zv6VFremfFLcu8Xvi2VXlvzCvd8yrsV5/3GXqxe95naKs1ea/vuR55r2/jurzX90DejzImPv6nzJ9mbWv51PPbtVPWd+wnauJ1NuSRUTMzM7Na4EXv256kbSX9VdJ8SY9I+qWkzL9bml1nZS/5IZLmltLHSLpV0kNpr/vfSerXBvVNLO0SZWZmZmYt0G6d0bRY/ZXA1RExFNgZGECxwHxrym3xaK6kLYHLgK9FxC4RsSdwLbBRa9piZmZm1ma66Dqj7TkyejCwIiL+ABDFegVfAT4haZqk3SoZJU2VNFpSf0nnp/MzJR2Vzo+XNEXSTcCNkgZIulHSvZLmVPKtw+eACyLizkpCRFweEc9LeoukqyXNlnRX2pa0MuJ5fmrbo5K+WGrvNyU9LOl2IG/yopmZmZm165zR3YB7ygkR8aqkJ4BrgOOBb0saDAyOiBmSfgDcFBGfkLQxME3Sv1L4KGBERLyURkc/kMrbDLhL0pRo/G6s4cAFjZz7DjAzIo6WdDBwITAynRsGHEQxgvqQpN8AIyh2ixpJ8f7d2/B1mpmZmbWY54x2qKlA5Tbq4ym2AwV4N3CapFkpTx9g+3Tuhoh4KR0L+IGk2cC/gG2ALTPbsj/wR4CIuAnYVNLAdO6aiFiZdl9amOo4ALgqIpZFxKvAlMx6zczMzLq89uyM3g/sVU5InbztgenAi+mS+Djg0koW4JiIGJke20fEA+nc0lJRJwKbA3tFxEjgeYqOa2PmNWxLM5XXg6mjhSPJkiZImiFpxtSl8zOqNzMzsy7Dc0bb3I1AP0kfA5DUHfgpMDkillF0QL8KDIqI2SnmOuAL6eYnJO3ZSNmDgIURsVrSQcAOTbTlHOAkSe+oJEj6YLqx6TaKzi2SxgKL0ohnY24FjpbUV9JGwPsbyxgRkyJidESMHtt/aBNNNDMzM+t62q0zmuZvfgA4TtJ84GFgBfCNlOVyirmXfymFfRfoCcyWNC89r+ZPwGhJc4CPAQ820ZbnU10/SUs7PQD8F/AaMBHYK13yPxM4qYmy7qXoSN8H/JNilNfMzMysdaK+fR81ql0XvY+IJ2lk5DB1EHs0SFsOfKZK3snA5NLzRcA+jZQ7IP2/gOLGpUr6nRTzPRtaBhxdpZyJDZ6Xy/o+rVyiyszMzMy8A5OZmZlZbajheZ3tqbPupjczMzMz88iomZmZWU3ooiOj7ox2kOWZY9Dbrc6LW628uG/9JG9DqWHDjm06UxUPPnh505mqWHPbX5rOVMXIH9yQFXfxwsFZcSetXpUVN+yoFVlxy+5fnhX39/9smxU3tfuyrLhv9s57ffV1ed/Y/4xNsuLOm9A3K27RFc9kxV3wYt5yyU+vtQpd85ywomdWXZv0aHldAJ+auGNWXCx6MSvuuYuezopbsSzvfXnf0qey4r7XbfesuEd75X0WNqnLCuPRXnm/xDbOrO/FHnmv76tf3zSvQutU7oyamZmZ1YIavuO9PdX0nFEVbpf0nlLacZKubWW5dZJmSbov7W+/bzNifidp13S8QNJmkjaW9N+taYuZmZkZUBOL3ks6PC2D+R9JpzWS53hJ90uaJ+nPrX3ZNT0yGhEh6WTgMkk3U7T3B8DhOeVJ6hERa4DlaecmJP0X8EPgXU205VNVkjcG/hv4v5z2mJmZmdWKtEHRr4HDgKeA6ZKmRMT9pTxDga8D+0XEYklbtLbemh4ZBYiIucDfgK8BpwMXAd+UNE3STElHAUgaIum2NNL5+minpLEpfQrFFqUNDQQWl/L+vXJC0jmSxqfjqZJGN4g9E9gxjbKe1aYv3MzMzLqWzl/0fgzwn4h4NCJWAZcARzXI82ng1xGxGCAiFrb2Zdf0yGjJd4B7gVXA34GbIuITkjYGpkn6F7AQOCwiVqRe+8VApfM4ChgeEY+l530lzaLYz34wcHBmu05L5Y7MjDczMzPrEJImABNKSZMiYlLp+TbAk6XnTwHvYG07p7LuALoDEyOiVdMn14vOaEQslXQpsAQ4Hni/pFPS6T7A9sAzwDmSRgJ1pDcrmVbqiMLal+n3AS6UNBwzMzOzztLOSzuljuekJjOuWw9gKDAW2Ba4VdLuEfFyboE1f5m+pD49BBwTESPTY/uIeAD4CvA8sAfFiGivUuzSxgpN24RuBmwOrGHt96RPaxosaYKkGZJm3L5kfmuKMjMzM2tvTwPblZ5vm9LKngKmRMTqNND3MEXnNNv61BmtuA74giQBSNozpQ8Cno2IeuCjFEPHTZI0LOV9EXgc2FVS7zQF4JAmwl8DNmrsZERMiojRETF6/wGt+jqZmZnZhq7z54xOB4ZKequkXsCHgCkN8lxNMSqKpM0orkQ/2pqXvT52Rr8L9ARmS5qXnkNxR/tJku4DhrGO0VDSnNE0b/RS4KSIqIuIJ4G/AHPT/zPX1ZCIeBG4Q9Jc38BkZmZm67O04tDnKQb+HgD+EhHzJJ0h6ciU7TrgRUn3AzcDp6b+ULb1Ys4oQERMLD39TJXz84ERpaSvpfSpwNQGeRsdNY2IrwJfrZI+tnQ8pHT84XW33MzMzKwZamA70Ij4B/CPBmmnl44D+H/p0SbWx5FRMzMzM9tArDcjo2ZmZmYbtBoYGe0MHhk1MzMzs07jkdEOUpcZ153IiluN8ipcsTwr7Bc9dsmKW3PbX7LiehxwfFbcE0/OyIpb2Tvv69Cn15qsuOUPLcuKW/Fqz6y43erz6nuue9+suE22yZvr/tADebvO9c17W2BZ3ufhtZfzVoXrF3mf2z5q1uIha9l2wGtZdS1c0i8rru7BR7Li6l9akhW3enXer7c+/VZnxe2z5m1ZcT1W5f1s6Z75vZI7ApX5I7B5y9pUMSj3l+bqvK9fzYjMN3o955FRMzMzM+s0TXZGVbhd0ntKacdJatXWT5Lq0vJKcyX9La3r2SEkjZd0ToO0WZIuWUfMWvvWNzi3IK21ZWZmZpanvr59HzWqyc5ouoX/ZOBnkvpIGgD8APhcToWSKtdOlqcdlIYDL+WW1xYkvZ3iasIBkvp3VjvMzMzMuppmXaaPiLnA3yjW7jwduAj4pqRpkmZKOgpA0hBJt0m6Nz32TeljU/oU4P4qVdwJbJPy7ijpWkn3pJhhKX2ypN9IukvSo6nM8yU9IGlypSBJJ0iak0Zcf1RK/7ikhyVNA/ZrUP8JwB+B64GjSjGHS3pQ0r3AB0vpm0q6XtI8Sb+D3AmaZmZmZolHRpv0HeDDwHso9my/KSLGAAcBZ6URxYXAYRExChgHnF2KHwV8KSJ2LhcqqTvFtpuV7aYmAV+IiL2AUyh2VqrYBNiHYh/6KcDPgd2A3SWNlLQ18CPgYGAksLekoyUNTu3fD9gf2LXBaxsHXAJcTNExRVIf4Dzg/cBewFal/N8Gbo+I3YCrgO2bevPMzMzM7M2afbthRCyVdCmwBDgeeL+kU9LpPhQdsmeAcySNpLiBvNzxnBYRj5We903bcW5DseXUDWkKwL7AZWnreYDepZi/RURImgM8HxFzANK2oEOAHYCpEfFCSv8TcGCKLadfWmmbpNHAooh4QtLTwPmS3pJez2NpZyckXQRMSGUdSBopjYhrJC1u7vtoZmZmVlXz9o/f4LT0bvr69BBwTJrzOTIito+IByhGLJ8H9gBGA71KsQ33il8eESMpOpCimDPaDXi5VO7IiHh7KWZlqR0rS+n15C9TdQIwTNIC4BFgIHBMZllrkTRB0gxJM+5YMr8tijQzMzPboOQu7XQd8AWl4UtJe6b0QcCzEVEPfJRmLDEWEcuALwL/AywDHpN0XCpXkvZoQbumAe+StFm6/H8CcAtwd0rfVFJPoFJ+N4pR3t0jYkjac/6oFPcgMETSjqnsE0r13EoxZYG0ysAmjby2SRExOiJG7zdgaAtehpmZmXU5njPaIt8FegKz0yXy76b0/wNOknQfMIw3j4ZWFREzgdkUHb4TgU+mMuZRuqGoGeU8C5wG3AzcB9wTEX9N6RMpbpS6g2JaAMABwNMR8UypmFsp5pRuQnFZ/pp0A9PCUp7vAAem1/5B4InmttHMzMysqoj2fdSoFl3ajoiJpaefqXJ+PjCilPS1lD4VmNog74AGz99fenp4lbLHl44XAMMbOXcxxY1IDeP/APyhYTrwzgb56njjZqVnKTrVDct6EXh3lbLMzMzMrAW8HaiZmZlZLajhS+ntyduBmpmZmVmn8ciomZmZWS3ooiOj7ox2kF6Z84b/0zMv7oT+L2TFLfzlc1lxD/TequlMVYz8wQ1ZcU88OSMrbszcH2fF3bbX6Vlxez59b1bcq187Niuu/9PPZsWd9ce8TcQGZ35fv/Jc36y4vS95T1bc4g/9Kyvuut/nfQBf7NG76UxVLOxRlxW3OS1v55xlG2fVtf/b8r7HFl6b9+tmo61WZcXl/npbsHDjrLjt+ja5eExVq5X32dtxVV6nZatuK7Li5nTrlxX3aub11/6ZfbK6eY/mBVqncmfUzMzMrBZ40fv2JalO0ixJ95X3rW9lmSMlvbf0fLykF1I9syRdKOlISac1UU43SWen/eznSJou6a3p3IKUVilz35R+raSXJf29ta/DzMzMrKvqyJHRyo5LSPov4IfAu1pZ5kiKnZ7+UUq7NCI+3yDfFNZtHLA1MCIi6iVty9prpB4UEYsaxJwF9KPKEldmZmZmLRX1tbsWaHvqrLvpBwKLASQNlnRrGnWcK+mAlL5E0lmS5kn6l6QxkqZKejSNdvYCzgDGpdhx1SpKo6XnpOPJaQT036mcysS8wbyxcxQR8VRErHO/+Yi4EXitLd4MMzMzs66qI0dG+0qaBfSh6PwdnNI/DFwXEd9PW3hWZkn3B26KiFMlXQV8DziMYnekCyJiiqTTgdGVkVBJ4yk6p/unMn4JNPwzYzCwP8Vi9lOAy4G/ALenjvCNwEVpV6iKmyXVASsj4h1t8F6YmZmZrc1307e78mX6fYALJQ0HpgPnpz3jr46IWSn/KuDadDyHoiO4WtIcYMg66lnrMn3qoJZdnUZA75e0JRQjoZJ2oeggHwzcKOm4NPoJ1S/Tm5mZmVkrdcpl+oi4E9gM2DwibgUOBJ4GJkv6WMq2OuL1jVTrgZUptp7WdaJXlo5fX1MjIlZGxD8j4lTgB8DRraijKFyaIGmGpBm3LZ3f2uLMzMxsQxb17fuoUZ3SGZU0DOgOvChpB+D5iDgP+B0wqgVFvQZs1AbtGSVp63TcDRgBPN7aciNiUkSMjojRB/Qf2trizMzMzDY4nTFnFIoRyZMiok7SWOBUSauBJcDHqodXdTNwWir3h61o2xbAeZIqK1VPA85ZV4Ck2yjmnQ6Q9BTwyYi4rhVtMDMzs66si95N32Gd0Yiouj1FRFwAXFAlfUDpeGK1cxHxErB3g9DJDfJOrqRFxPhGyrmWN+anNmzHkEbSD6iWbmZmZmbN5x2YzMzMzGpBF72bvrPWGTUzMzMz88iomZmZWU3ooiOjemP1JGtP5273kaw3+oVueV+f/Vaszoq7u0+vrLghq/Pa+WRPNZ2pipVv2sugeXqSV9//3HNGVtyH9/pKVtzJK/pkxeX+GLupb9Up3U3aeXXexZWVmddkxmRuevbk6v5ZcTN7532/DIq8uJ6ZP45XZFSX10LYPvOz/kTmZ7135nuy3eq8T8PCHnnfnAMybzxZ2CPvfdll5ZqsuFe65X3WX+2e+bM68xttk7q8uFfyXh7//eRFuR+JNrXslye3a6es35fOrYnX2ZBHRs3MzMxqQRcdIOywzmjaTnMOxR/kdcDnI+LfrSxzJLB1RPwjPR8PnEWxgD7AbIrtPneNiDPXUU434BcUuy8FsAI4PiIek7SAYj3Tyt9p/w0sA34DDEzp34+IS1vzWszMzKyL66KX6TtrO9D/olgX9F2tLHMkMBr4Ryltre1AkylNlDMO2BoYERH1krYFlpbOr7UdqKSdgY9FxPy0WP49kq6LiJczX4eZmZlZl9RZd9MPBBYDSBos6VZJsyTNlXRASl8i6SxJ8yT9S9IYSVMlPSrpSEm9gDOAcSl2XLWKJI2XdE46nizpbEn/TuUcm7INBp5NW40SEU9FxOLGGh8RD0fE/HT8DLAQ2LxN3hkzMzPrmuqjfR81qjN2YOpD0fk7OKV/GLguIr4vqTvQL6X3B26KiFMlXQV8DzgM2BW4ICKmSDodGF0ZCU2X6cdJ2j+V8Ut4050ug4H9KXZPmkJxGf8vwO2pI3wjcFFEzCzF3JymGayMiHeUC5M0BugFPJL5vpiZmZl1WZ11mX4f4EJJw4HpwPmSegJXR8SslH8Vb+yKNIeiI7ha0hxgyDrqWesyfeqgll2dRkDvl7QlFCOhknah6CAfDNwo6biIuDHFrHWZvlT2YOCPFFubds2JHmZmZtY2umhXolMu00fEncBmwOYRcStwIMVNR5MlVfamXx1vrDtVD6xMsfW0rhO9snT8+hIHEbEyIv4ZEacCPwCOXlchkgYC1wDfjIi7GskzQdIMSTNuWzK/FU02MzMz2zB1SmdU0jCgO/CipB2A5yPiPOB3wKgWFPUasFEbtGdUuhGpcmf9CODxdeTvBVwFXBgRlzeWLyImRcToiBh9wIChrW2mmZmZbcg8Z7TdVeaMQjEieVJE1EkaC5wqaTWwBPhY9fCqbgZOS+X+sBVt2wI4T1Lv9HwacM468h9PMZq7aWkawPjSFAMzMzMza4YO64xGRNV9ESLiAuCCKukDSscTq52LiJeAvRuETm6Qd3IlLSLGN1LOtbwxP7VhO4ZUSbsIuKhafjMzM7Mc0UXXGe2spZ3MzMzMzLwdqJmZmVlNqOF5ne3JI6NmZmZm1mk8MlrjntearLj5PXtlxX161yez4iY+sFVW3EmrV2XF9emV977s+fS9WXH37PWVrLg/3/PzrLiVP/hyXtz8V7LiFszcLiuuZ+Yf8Qdv/lxW3JhHnsqK+8QmLVmk4w1f2TGvvgvn572fY/VaVty8NS1fVORd2zybVdfdT+V91o8a8EJW3IoVPbPibmfjrLjdV6/Iipvbo09W3CZ1WWE82ivv1/dKNZ2nmh6Zn/W3ZL6+ZzN7J0dnfp/VDK8zamZmZmbWsTprndG6tJ/8fZLulbRvG5Q5UtJ7S88nSjqlQZ4FkjZropxhqW0zJe0o6ZuS5kmandLfkfJNlfRQSptV2ufezMzMrOW8zmiHKm8N+l8Ua4S+q5VljgRGA/9oZTlHA5dHxPfStqVHAKMiYmXqyJavf58YETNaWZ+ZmZlZl1ULl+kHAouh2Otd0q1ppHGupANS+hJJZ6URyn9JGpNGJh+VdGTaEekMYFyKHbeuCiUNkfSApPNSmddL6ptGVr8MfFbSzcBgYFFEVLYiXRQRz7TfW2FmZmZdVn19+z5qVGd1RvumTuODFFuAfjelfxi4Lo2a7gHMSun9gZsiYjeKLUC/BxwGfAA4IyJWAacDl0bEyIi4tBltGAr8OpX5MnBMRPwDOBf4eUQcBFwPbCfpYUn/J6nh6O2fSpfpN814H8zMzMy6tFq4TL8PcKGk4cB04HxJPYGrS9trruKNHZLmACsjYrWkOcCQRupobHJEJf2xUvn3VCsnIpZI2gs4ADgIuFTSaWlXJ/BlejMzM2srNTyvsz11+mX6iLgT2AzYPCJupdjz/WlgsqTKPvWrI6LyFaoHKpfN62m8Q/0isEmDtI0oRkGplJHUNVZORNRFxNSI+DbweeCYZr40JE2QNEPSjNuWzG9umJmZmVmX0emdUUnDgO7Ai5J2AJ6PiPMoLt+3ZHHA1yg6mxW3AkdK2ijV80Hgvoho9qpnknaRNLSUNBJ4vLnxETEpIkZHxOgDBgxtOsDMzMy6rqhv30eN6qzL9H0lzUrHAk6KiDpJY4FTJa0GlgAfqx5e1c3AaancH0bEpZLOAW6XFMBC4FMtbOcA4FeSNgbWAP8BJrSwDDMzM7OmddHL9J3SGY2I7o2kXwBcUCV9QOl4YrVzEfESsHeDc78FflulvAXA8NLzn1QrPyLuAaqugRoRY6ulm5mZmVnzeTtQMzMzsxoQNbz8Unvq9DmjZmZmZtZ1eWTUzMzMrBZ4zqi1p9yB9wX1S7Livr7d8qy4/sfu3XSmKpZ+97GsuGFHrciKW/7Qsqy4V792bFbcnd9+Litu5Q++nBXX+xu/yIvLioJ/jz41K25Efd+suM2O3Dwrbt7dq7PirpiTdxGox8CsMOqVF/efVQOazlTFY71a/gvssAFrsuo6ZP+ns+J67pS3L0i3TRuu0Nc8/f/Y7IVP1tK9Z95P678v2jIrbsSqvG+WIauavTDMWjZS3tf9vp59suIyXx79Mvtk25z1nrxA61TujJqZmZnVgi46Mtpuc0YlbVraKvM5SU+XnvdqkPfLkvo1o8ypkkan4wWS5qTy5kg6qg3aPETSh0vP+0n6Uyp/rqTbJQ1I5+pKr2eWpCGtrd/MzMysq2m3kdGIeJFikXgkTQSWlJdQauDLwEVAS6+9HhQRiyTtQrGP/F+zGvuGIcCHgT+n51+iWIR/dygWwQcq1wlf39LUzMzMrNVqeGH69tShd9NLOkTSzDTSeL6k3pK+CGwN3Czp5pTvN2kbzXmSvtOMogcCi1Nsf0nXSLovjWaOS+kLJP0wjWLOkDRK0nWSHpF0cirnTOCAlOcrwGCKrUkBiIiHImIlZmZmZtYmOnLOaB9gMnBIRDws6ULgsxHxC0n/jzTKmfJ+MyJektQduFHSiIiYXaXMmyUJeBtwfEo7HHgmIt4HIGlQKf8TETFS0s9TW/ZL7ZoLnAucBpwSEUek2JHA9ZKOBW4ELoiIyibz5V2kHouID+S/NWZmZtblec5ou+tO0Wl7OD2/ADiwkbzHS7oXmAnsBuzaSL6DImI4sDtwTprPOQc4TNKPJB0QEa+U8k9J/88B7o6I1yLiBWBl2vJzLRExi6KjexbwFmC6pLen08sjYmR6uCNqZmZmlqHmFr2X9FbgFIoR1BHANRSjl42KiEeA54FdU2d3FEWH83uSTi9lrVxiry8dV55XHSWOiCURcWVE/DfFvNb3tuC1TEhTAmbcvmR+0wFmZmbWZUV9tOujOSQdLukhSf+RdNo68h0jKSo3lrdGR3ZG64AhknZKzz8K3JKOXwM2SscDgaXAK5K2BJpcNEzSFsBbgcclbQ0si4iLKEY0R7WgjeV2IGk/SZuk414UI7TNXrwuIiZFxOiIGL3/gKEtaIaZmZlZx0rTI39N0ffaFThB0puuTkvaiOIm77vbot6OnDO6Avg4cJmkHsB0inmaAJOAayU9ExEHSZoJPAg8CdyxjjJvllQH9AROi4jnJf0XcJakeoo73z/bgjbOBuok3Ucxp/RF4DdpXmo3ilHaK1pQnpmZmVnzdP6c0THAfyLiUQBJlwBHAfc3yPdd4EdA3o4pDXRIZzQiJpae7lnl/K+AX5Wej2+knLGl4yGN5LkOuK5K+pDS8WSKzma1sg5uEHphI/XkbZViZmZmVpu2oRgIrHgKeEc5g6RRwHYRcY2k9aczamZmZmZNqG/fdUYlTQAmlJImRcSkFsR3A34GjG/LdrkzamZmZtYFpI7nujqfTwPblZ5vS2m9dYr7aoYDU4sZjGwFTJF0ZETMyG2XO6NmZmZmtaDz54xOB4amlY2eBj5EsTMlAGm5zM0qzyVNpVifPbsjCu6Mdpi+mSPvdd3yAnsPrMuKq1/4QlZcX7pnxS27f3lW3IpXe2bF9X/62ay4epQVt3L+K01nqqJ3VlS+ZZH3/dI78+dmt6E7NZ2pimV/X5hXX1YU9NhinavKNeo5rcmK2y/y4nqt7NXimH57DMyqK5e6dexKgsr7yLJiad7Pln6RV2HvzM5H7ruZG5fbReqVGZj3mwGoy/sMWSEi1kj6PMW9N92B8yNinqQzgBkRMWXdJeRxZ9TMzMysFnT+yCgR8Q/gHw3STm8k79i2qLPmFr1vStrTfqGkuU3kGytp39LziZKeTvvOz5J0Zkqf2tiCrZKOkDQz7XN/v6TPrKssMzMzM2uZ9XFkdDJwDo0suVQyFlgC/LuU9vOI+ElzKpHUm2KS75iIeCo9H5JTlpmZmVlTIjp/ZLQzrHcjoxFxK/BSOU3SF9PI5WxJl0gaApwMfCWNXB7QnLIlLZH007To/TsoOusvpnpXRsRDbfpizMzMzCrqo30fNWq964w24jRgz7SX/ckRsYBid6efR8TIiLgt5ftK6dL6f1Uppz9wd0TskTq9Uyi2GL1Y0olpfS2aWZaZmZmZNWF9vExfzWzgT5KuBq5eR76mLq3XUdruMyI+JWl34FDgFOAw3ljo1ZfpzczMrO3U8Ohle9pQRkbfB/waGAVMl5TbyV4RsfYaNxExJyJ+TtERPaYlhUmaIGmGpBlTl87PbJKZmZnZhmu974ymS+fbRcTNwNeAQcAA4DWKnQJyyx0gaWwpaSTweEvKiIhJETE6IkaP7T80tylmZmbWBUR9tOujVq13l+klXUxxp/xmkp4Cvgt8VNIgQMDZEfGypL8Bl0s6CvhCTlXAVyX9lmL93aW08V6sZmZmZl3detcZjYgTqiT/tkq+h4ERpaTbGuZJ+caWjgeUjl8D3ttIzMTmtdbMzMysmWp49LI9rfeX6c3MzMxs/bXejYyamZmZbZDqO7sBncMjo2ZmZmbWaTwy2kHWKC/uj8OXZcVNnbVtVty76hdkxe27arusuL//J6+du9XnvS9n/THvC7FR3+5ZcQtm5r0v/x59albcsrVXJmu2i+75WVbcNcO/lRWnnUdmxU1c9EBW3J6Zn79uA/tlxX3/nDFZcfHIw1lx1/7w1RbH9DjskKy6Fnz5+qy4urrlWXFLVuR9T79at2lW3JC3vJwVt/vKvLl+T/bMGxParC7vm7o+7+1kow4esVud+Zld/vu/ZcX1PfKUvArbWC3f8d6ePDJqZmZmZp2m5jujkraTdHPae36epC+1MH6qpNHpeIGkOaVtPPeVNETS3EZiu0k6W9LcFDdd0lsbK6v1r9bMzMy6rC66N/36cJl+DfA/EXGvpI2AeyTdEBH3Z5Z3UEQsqjyRNKRaprSL03HA1sCIiKiXtC3FeqNVyzIzMzOzlqn5zmhEPAs8m45fk/QAsI2k/wPuBg4CNgY+GRG3SeoL/AHYA3gQ6NvcuiSNBz5IsYNTd+CvwLMRUZ/qf6qNXpaZmZnZ2rro3fQ13xktS6OYe1J0QgF6RMQYSe8Fvg0cCnwWWBYRb5c0Ari3QTE3S6oDVkbEO6pUM4piJPSlNBJ6u6QDgBuBiyJiZgvKMjMzM7N1WG86o5IGAFcAX46IVyUBXJlO3wMMSccHAmcDRMRsSbMbFNXUpfUbIuKlFP+UpF2Ag9PjRknHRcSNzSzLzMzMrFl8N30Nk9SToiP6p4i4snRqZfq/jrbrWJfnhBIRKyPinxFxKvAD4OjmFiRpgqQZkmbcunR+GzXPzMzMbMNR851RFUOgvwceiIjmLIZ4K/DhFDuctfenb2ndoyRtnY67pbIeb258REyKiNERMfrA/kNzm2FmZmZdQX07P2rU+nCZfj/go8AcSbNS2jfWkf83wB/SjU4PUFzCz7UFcJ6k3un5NOCcVpRnZmZmZiU13xmNiNuBansx/KOUZxFpzmhELAc+1EhZQ6qkLQCGp+PJwOTSuWuBa5tblpmZmVmurjpntOY7o2ZmZmZdQg1fSm9PNT9n1MzMzMw2XB4ZNTMzM6sB0UVHRhXRNecndLSfbP+RrDd6h9V5X5+Xu1ebZtu0JZlj5ZvW5cXd0GNZVtyw5m+s1Sa2XpP3fvbM/Hi9kPlnYu/M+rZenfcT8H1zv5cVN333U7Pibu+V93UfmPkDXpnv54rMz9Hwlauz4hb07NnimGFrVmTVdW/PPllxz3XP+yL0ibzP3sDMuEGZP8s2rst7fc/3yPtm6Z/5PT2gvmPbuSrvy0B9ZlyuLz1xUQfXWN2L739Xu3bKNv3bLTXxOhvyyKiZmZlZLeiiI6OtmjMqaUlbNSSVN0HSg+kxQ9LYVpQ1VtLf0/F4SS9ImpUeF0o6UtJpTZTRTdLZkuZKmiNpuqS3pnMLUlqlzH1z22pmZmbWVdXMyKikI4DPAPtHxCJJo4Apkt4REU+3QRWXRsTnG6RNaSJmHLA1xV719Wmv+vIOTd4O1MzMzNpEV50z2uZ300saKekuSbMlXSVpE0lbSLonnd9DUkjaPj1/RFI/4GvAqZXOXUTcC/wB+FzKt0DSZul4tKSp6XiMpDslzZT077SXfHPaOV7SOel4choB/bekRyUdm7INBp6NKL49IuKpiFjcJm+UmZmZmbXL0k4XAl+LiBHAHODbEbEQ6CNpIHAAMAM4QNIOwMKIWAbsxpt3S5oB7NpEfQ8CB0TEnsDpFPvHVzOudEn941XODwb2B44AzkxpfwHen2J+KmnPBjE3p3N3N9FGMzMzs3XzdqCtJ2kQsHFE3JKSLgAuS8f/ptja80CKDuPhFDsr3dbKagcBF0gaCgTQ2G2la12mlzS+wfmr0wjo/ZK2hGIkNI20HpweN0o6LiJuTDG+TG9mZmbWCh256P2tFKOiOwB/BfagGImsdEbvB/ZqELMXxegowBreaG95bZHvAjdHxHDg/Q3OtcTK0vHrSx9ExMqI+GdEnErRiT66uQWmG7JmSJpx15L5mc0yMzOzriDq2/dRq9q0MxoRrwCLJR2Qkj4KVEZJbwM+AsxPI5AvAe8Fbk/nfwz8SNKmUMw9BT4A/DadX8AbndVjStUOAio3OI1vu1cDkkZJ2joddwNGAI83Nz4iJkXE6IgY/c4BQ9uyaWZmZmYbhNZepu8n6anS858BJwHnppuSHgU+DhARCySJYoQUik7otpUbgiJiSur43SGpB7AVsEdEvJDyfwf4vaTvAlNLdf6Y4jL9t4BrWvl6GtoCOE9S7/R8GnBOG9dhZmZmVtOjl+2pVZ3RiGhsZPWdjeTfrnT8AxrcbBQR51J0ZHtQ3El/hqSPROE2YOcqZd7ZIP1bKX0qqdMaEZOByQ3iXk+LiPENzg1I/18LXNvIaxlSLd3MzMzMmq9m1hkti4g1FJf4zczMzLqErjoy2pE3MJmZmZmZraUmR0bNzMzMupxQ03k2QO6MdpBNMofe+2SO2b93u+ez4t7y1Xdnxf3oy3Oy4r7Ze0VW3CbbvJgV98pzfbPiblqyWVbcwZs/lxW32ZGbZ8V1G7pTVpx2HpkVN333U7Pi9p5zVlbcYyNOz4pb3D0rjE+ev29WXN3112XFddtx+6y4+okLWxwzZt6Ps+oaeW7e1wB17K+bF6/K20V6ox3qsuKuvHvbrLi+kRXGlnWrs+I277M8K+75uoFZcVutyXuBT/TM65R97m8fzoqzzuXOqJmZmVkN8JzRGiBpS0l/TvvD35P2nP9AlXxDJM2tkn6GpEObUc9ISSHp8LZqu5mZmZm1XM2MjKY1SK8GLoiID6e0HYAjG+RrtM0R0dzrRydQrHN6AlWWbkptUVqc38zMzKzdRX3XnDNaSyOjBwOr0lqjAETE4xHxK0njJU2RdBNwY2MFSJos6VhJh0u6rJQ+VtLf07GA4yh2azpMUp+UPkTSQ5IuBOYC20k6VdJ0SbMlfadU3tVp5HaepAlt+zaYmZlZV+TtQDvfbsC96zg/Cjg2It7VjLL+BbxDUv/0fBxwSTreF3gsIh6hWBT/faW4ocD/RcRuwC7p+RhgJLCXpANTvk9ExF7AaOCLlS1MzczMzKxlaqkzuhZJv5Z0n6TpKemGiHipObFp0fxrgfeny/rvA/6aTp/AGx3TS9Lziscj4q50/O70mEnRSR5G0TmFogN6H3AXsF0pveFrmCBphqQZtyyd35ymm5mZWRcVoXZ91KqamTMKzAOOqTyJiM9J2gyYkZKWtrC8S4DPAy8BMyLiNUndUx1HSfomIGBTSRtVqUPADyPit+VCJY0FDgX2iYhlkqYCfao1ICImAZMAfr/tRzIX8DAzMzPbcNXSyOhNQB9Jny2l9WtFebdQXNr/NG+MhB4CzI6I7SJiSETsAFwBvOmOfeA64BOSBgBI2kbSFsAgYHHqiA4D3tmKNpqZmZkBnjPa6SIigKOBd0l6TNI04ALga42E7CLpqdLjuAbl1QF/B96T/ofikvxVDcq5grUv1Vfirwf+DNwpaQ5wObARxeX/HpIeAM6kuFRvZmZmZhlq6TI9EfEs8KFGTk8u5VsA9KyS57Lyk4j4PMWl+srzj1epcwowJT0d3uDcL4FfVqnnPY200czMzCyLl3YyMzMzM+tgNTUyamZmZtZVRRe91VnRVV95Bzuvg++m30uvZcW9vKp3Vty0Pr2y4o7ssTgrbtHSvHvb9r4kb4bFAx/9a9OZqnjPqw9lxc3bd8usuGUv5P19OXHRJllxw6LqQhJN2mZ1VhjHzz4jK+6Lo0/Lits2qs0Galq/zCVUHu62Kitux/qWf/7WZF4NHLt6WVZcfeZ7slGfvPck91fbYys2ajpTFQ/1zrvQOKguK4y+ma9vUF3eXSxP9Mx7fblXnYesymvn7psvyop725zra+L6+BOjD2nXvsL2M26sidfZkEdGzczMzGqA54yamZmZmXWwNuuMSqqTNCvtmnSvpH3boMyRkt5bej5e0gupnllpH/l1xU+VNDodL0iL6Le4rZI2lvTfpeev73VvZmZm1haiXu36qFVtOTK6PCJGRsQewNeBH7ZBmSOB9zZIuzTVMzIiPpZZbkvbujHw303kMTMzM7MWaq/L9AOBxQCSBku6NY1EzpV0QEpfIuksSfMk/UvSmDSS+aikIyX1As4AxqXYcdUqajhKKekcSeMz2zpA0o1ptHSOpKNSnjOBHVM7zkppAyRdLulBSX+SVLt/cpiZmVnNi2jfR61qyxuY+kqaRbFP+2Dg4JT+YeC6iPh+2hu+cht0f+CmiDhV0lXA94DDgF2BCyJiiqTTgdFp8XpSJ3OcpP1TGb8EHmvDtq4APhARr6ZL+ndJmgKcBgyPiJGpHWOBPYHdgGeAO4D9gNsz2mJmZmbWZbVlZ3R5qbO2D3ChpOHAdOB8ST2BqyNiVsq/imJrTYA5wMqIWJ223hyyjnourXROU11j27CtAn4g6UCgHtgGaGyNnWkR8VQqY1Zq81qdUUkTgAkAH9l4DAf2H5rRVDMzM+sKanleZ3tql8v0EXEnsBmweUTcChwIPA1MllSZ57k63ljktB5YmWLraVkneQ1rv44WLXxYbitwYvp/r9RZfX4d5a0sHddRpc0RMSkiRkfEaHdEzczMzN6sXdYZlTQM6A68KGkH4KmIOE9Sb2AUsM674EteA5pagfhxYNdUdl/gEFpwubzcVmAQsDCN0B4E7NCCdpiZmZlli8zNIdZ37TFnFIrL3SdFRF26jH6qpNXAEqAld8DfDJyWyq16x3tEPCnpL8BcivmjM1vR1j8Bf0tTBWYAD6Y6XpR0h6S5wD+Ba1rwGszMzMysEW3WGY2I7o2kXwBcUCV9QOl4YrVzEfESsHeD0MlVyvoq8NUq6WNLx0Oa0dZFwD6NnPtwg6SppXOfx8zMzKwVIm8X1PWetwM1MzMzqwH1XfQyvbcDNTMzM7NOo6jlVVA3IOds95GsN7pn5pfnLXV5gY/3zPurbMyqlU1nqmJ6r95ZcX0z35dtVnfsNZC7WrS2wxuGrMn7OzH3r8sVmX+M98ysb01m3Lzuq7Lizp5xZlbcT/c6PStuYOa32eZr8r6xn8j43PbK/AxtUpcXt7jq5Kj2s1nmz8CFPfI+DL0z38+NMt/PXKszP+srMn+45L6+pzN/uPTL/Ox9/smLamJI8qFh72nXTtkuD/6zydcp6XCKddy7A7+LiDMbnP9/wKcofpS/AHwiIh5vTbs8MmpmZmZmpM2Jfg28h2ITohMk7dog20yKDYlGAJcDP25tvZ4zamZmZlYDamDR+zHAfyLiUQBJlwBHAfdXMkTEzaX8dwEfaW2lrRoZlVSX9mu/L+3nvm9rGyRppKT3lp6Pl3ROgzxTJY1uopzX80g6TtIDkm5Oe9m/kto9W9K/JG3RwjZNlHRK3is0MzMz63iSJkiaUXpMaJBlG+DJ0vOnUlpjPkmx5GWrtPYy/fKIGBkRewBfp5G1QFtoJPDepjK10CeBT0fEQen5bandIyi2K/1cJ7TJzMzM7HUR7f14Y2fI9JiU21ZJHwFGA2e19nW35ZzRgcBiAEmDJd2aRh/nSjogpS+RdJakeWlEckwawXxU0pGSegFnAONS7LimKpX0m9S7nyfpO1XOnw7sD/xe0lkNzoliZ6VKu8dIulPSTEn/lrTLOtq0a6ntX8x908zMzMxqxNPAdqXn26a0tUg6FPgmcGRE5N3BXNLaOaOVnYz6AIOBg1P6h4HrIuL7aTJsv5TeH7gpIk6VdBXwPeAwikmyF0TElNR5HF1ZSF7SeIqO4P6lencqHX8zIl5K9dwoaUREzK6cjIgzJB0MnBIRM9KOUAekdm8KLAW+kbI/CBwQEWvSG/2DiDimSpsmAsOAgyg6sw9J+k1ErM59I83MzKxrq4E5o9OBoZLeStEJ/RBFn+51kvYEfgscHhEL26LStrpMPww4HLgwjTZOBz6eOm27R8RrKf8q4Np0PAe4JXXg5gBD1lHPpamekRExkmKrzorjJd1LcXfXbhQd26ZULtNvB/yBN+4EGwRclrb9/HkqrzHXRMTKtGvTQmDLhhnKczPuWDK/Gc0yMzMz6xwRsQb4PHAd8ADwl4iYJ+kMSUembGcBAyj6S7MkTWltvW25HeidkjYDNo+IWyUdCLwPmCzpZxFxIbA63ljYtB5YmWLrJbW4Lannfgqwd0QsljSZYpS2JaYAV6Tj7wI3R8QHJA2htOVnFeVh6TqqvJdpLsYkyF9n1MzMzLqGWtiBKSL+AfyjQdrppeND27rONpszKmkYxQKpL0raAXg+Is4DfgeMakFRr1Fc+m6OgRSX2V+RtCXFulgttT/wSDoexBtzI8ZntsnMzMzMmqmt5owCCDgpIurSvMxTJa0GlgAfa0GZNwOnpXLXeXd+RNwnaSbFXM8ngTuaWUdlzqiAVyh2EoDicv0Fkr4FXJPTJjMzM7McUQMjo52hVZ3RiKi6wVtEXABcUCV9QOl4YrVzEfESsHeD0MkN8o4tHY9vpA1jGzmeSjECWi3mTmDnUtK31tGmctzwxs6ZmZmZWeO8A5OZmZlZDYgueneJ96Y3MzMzs07jkdEO0jvzr51d16zIiqvPq44jvrtT05mq+OTpD2XFnTehb1Ycy5ZnhV33+55ZcbN7583j+cqOT2XF9RiYFUaPLVq6mESh28B+TWeq4k8X98+K++T5eTsH/+zTzZ0Wvraf7nV605mq+J97zsiKm777qVlxu7375ay4eddv3OKYPX+0c9OZqnjh7GlZcZt+YF07Cjau/oXFWXFP/i3vp+CgLfJ+tvz82Tet7tcse9ZVne3WpNfywth0Td4vo2Xd8n4G9q3P+zr0q88bK/vkD3fIiqsVtXA3fWfwyKiZmZmZdRqPjJqZmZnVgK56N/16NTIqqS6t9l95DFlH3vGSzknHEyWdko4nS3osxT8o6dvNqHe8pK1LzxekBf7NzMzMrBXWt5HR5Wk70NY6NSIul9QHuF/ShRHx2DryjwfmAs+0Qd1mZmZmb+K76ddT5VFKSaMlTW1BeOVuj6Up/nRJ0yXNlTRJhWOB0cCf0mhq5Y6bL0i6V9KctPuUmZmZmbXQ+tYZ7Vu6RH9VK8o5K+2m9BRwSUQsTOnnRMTeaRH7vsAREXE5MAM4MSJGRkTlVstFETEK+A1wSivaYmZmZkZ9qF0ftWp964wuTx3CkRHxgVaUc2q63L8VcIikyjozB0m6W9Ic4GBgt3WUcWX6/x5gSLUMkiZImiFpxq1L57eiuWZmZrahi1C7PmrV+tYZrWYNb7yOFi2yGBFLgKnA/mn+6P8Bx0bE7sB5TZS3Mv1fRyNzbyNiUkSMjojRB/Yf2pKmmZmZmXUJG0JndAGwVzo+piWBknoA7wAe4Y2O5yJJA4BjS1lfAzZqXTPNzMzMGufL9Ouv7wC/lDSDYpSyOSpzRmcDc4ArI+JlitHQucB1wPRS/snAuQ1uYDIzMzOzVlqvlnaKiAFV0m4D3rSvXURMpuhEEhETS+nj11H+t4BvVUm/AriilDSkdG4GMLaptpuZmZmtSxdd2WmDGBk1MzMzs/XUejUyamZmZrahquV5ne3JndEOkjsEvVGflU1nquKe1YOy4ob+/q6suN3ZNitu0RV5m1q99nKLFk543Ys9emfFDcq8dnLh/O2y4uozfx49pzVZcd8/Z0xW3IpL782Kq7v+uqy4fpF3H2HvzK/f9N1PzYrbe85ZWXFPHnRyVtyNvVr+edj1mrzP+vIleZ+95y5+Pivu1Vfz6lu8Mm96f7fued8svcn70L7WPSuMbVY39xaJtS3unldhz8zP0MKeeb/9cn9nvvr727Pi+n4ks0JrE+6MmpmZmdWAWl4LtD15zqiZmZmZdZr1ojMqaUmD5+MlndNEzOt5JG2edlaaKemAtJ/9nLRU0xxJRzWjDd8oHQ+RNDf39ZiZmZk1VN/Oj1q1XnRG28AhwJyI2DMtBQVwUNoS9Fjg7GaU8Y2ms5iZmZlZS6z3nVFJ7y+Nev5L0pYNzo8Efgwc1cii9QOBxaX8V0u6R9I8SRNS2plA3xT/p5S1u6TzUr7rvRi+mZmZtUagdn3UqvWlM1rpCM5KOyedUTp3O/DOiNgTuAT4ajkwImYBpwOXRsTIiFieTt2cLrXfwtoL3X8iIvYCRgNflLRpRJwGLE/xJ6Z8Q4FfR8RuwMu0cCtSMzMzM1t/7qZfni6pA8V8UIrOIsC2wKWSBgO9gMeaWeZBEbFI0o7AjZKmRsQSig7oB1Ke7Sg6nS9WiX8sdXQB7qG0K1OpnROACQAf3XgM7+o/tJlNMzMzs66mvotuwbS+jIyuy6+AcyJid+AzQIsWpYuIR4DngV0ljQUOBfaJiD2Amesor7wAaB1VOvYRMSkiRkfEaHdEzczMzN5sfRkZXZdBwNPp+KSWBkvaAngr8DjwTmBxRCyTNCw9r1gtqWdErG5tg83MzMwaqq/heZ3taUMYGZ0IXCbpHmBRC+JuTvNPbwZOi4jngWuBHpIeAM4EyluUTAJml25gMjMzM7NWWi9GRiNiQIPnk4HJ6fivwF+rxJTzvH6cng9ppJ6VwHsaOfc14GulpOGlcz9p6jWYmZmZrUst3/HenjaEkVEzMzMzW0+tFyOjZmZmZhu6Wt4lqT25M9pB+mWu13BL3aCsuD3qVjadqYp5D23ZdKYqtsr8Trrgxbz6+kXepYyFPeqy4rav654VN1avZcX9Z9WApjNVsV+syYqLRx7Oihu+Mu9+vm47bp8V93C357PiDl7ZMytut3e/nBX35EEnZ8Vtd/O5WXHH7fv5Fsf0+UpeG58+6oqsuBWZF+JWKS9udbe8nxFrXhmYFTcis76FmT87l2W+L4Pq8ro7i3rk1bfxmrzffU/0zHs/n30073dm3m+itufL9GZmZmZmHcwjo2ZmZmY1oKtepm9yZFRSXdqG8z5J90ratyUVSJoo6ZT8JuaR9GVJKyQNKqWNl3ROC8sZKunvkh5Je9bfLOnAtm+xmZmZWdfTnMv0lT3Z9wC+DvywLSqW1N6jsicA04EP5hYgqQ9wDTApInZMe9Z/AXhblbweZTYzM7Ns9e38qFUtnTM6EFhceSLpVEnTJc2W9J1S+jclPSzpdmCXUvpUSb+QNAP4kqRDJM2UNEfS+ZJ6p3yNpS+Q9MM0UjtD0ihJ16VRy5NL9ewIDAC+RdEpLdsutWO+pG+n/GdK+lwpvjKaeyJwZ0RMqZyLiLlp3dJKvj9KugP4YwvfSzMzM7MurzmjeX3TTkV9gMHAwQCS3g0MBcYAAqaky9dLgQ8BI1P59wL3lMrrFRGj06jjfOCQiHhY0oXAZyWdS7FA/VrpwC9S/BMRMVLSz1O+/VLb5gKVW1E/BFwC3AbsImnLtMMSqb3DgWXAdEnXAJem8n+d8hwP/BfwldT+ddkV2D8iljeRz8zMzKxRvpu+cZXL9MOAw4ELJQl4d3rMpOiwDaPonB4AXBURyyLiVWBKg/IuTf/vAjwWEZU1ZS4ADlxHekWlvDnA3RHxWkS8AKyUtHE6dwJwSUTUA1cAx5Xib4iIF1Pn8UqKjuRMYAtJW0vag2J/+icbvhGSrpI0V9KV5fY01hGVNCGN4M64cdl/qmUxMzMz69JaNM8xIu6UtBmwOcVo6A8j4rflPJK+3EQxS1vUwjerLKBZXzquPO8haXeKTvENRZ+ZXsBjQOXGpYaLnlWeXwYcC2zFGx3meZQ6whHxAUmjgfL2n42+noiYRLGnPRdvfWLeYmtmZmbWJdR3zYHRls0ZlTQM6A68CFwHfELSgHRuG0lbALcCR0vqK2kj4P2NFPcQMETSTun5R4Fb1pHeXCcAEyNiSHpsDWwtaYd0/jBJb5HUFzgauCOlX0pxef9Yio4pwJ+B/SQdWSq/XwvaYmZmZmbr0JI5o1CMhp4UEXXA9ZLeDtyZRiCXAB+JiHslXQrcByykuKP9TSJihaSPA5elO9GnA+dGxMpq6S14TR8C3tsg7aqU/jwwjeLS/bbARRExI7VnXuo8Px0Rz6a05ZKOAH4m6Rcp/jXgey1oj5mZmVmT6rvonNEmO6MR0eg+iBHxS+CXVdK/D3y/SvrYBs9vBPaskq+x9CGl48kUNzA1PPemZZci4v+Vnk5ueL6Ub/cqaQ/y5s5t5dzExsoyMzMzs6Z5bUwzMzOzGtBVby7x3vRmZmZm1mk8MtpBlnTLmwdy/I5PZcVd9si2WXF3d1uWFbeDGp3NsU5Pr7UgQvP1yaxvc3pmxa3InMYzb81GWXGP9cr7+7jXyl5Zcdf+8NWsuMU9897P+okLs+J27J33+p7Iaybzrt84K+7GXn2y4o7b9/NZcTv+u0W7HAPw/Ps+lVXX3/pukRW3ZeT9uqnLHCtarry43o3PTFunnVZnhWV7rFfeD6WBmbdrb706b/+eJd3yxry2WpMVxvm9+mbFnZ1XXZur5V2S2pNHRs3MzMys03hk1MzMzKwG1Ktr3k3fqpFRSUtKx+9N+9HvIOlkSR9L6eMlbd1EOeMltfw607rLvFrSXQ3SJks6toXlHC5pmqQHJc2SdKmk7duyrWZmZmZdVZuMjEo6hGLKxX9FxOOsvS7oeIp9459pi7qa2Z6Ngb2AJZLeFhGPZpYzHPgVcGREPJDSjgSGAE80yNsjIjJnuZiZmVlX57vpM0k6EDgPOCIiHklpEyWdkkYhRwN/SqOKfSXtLenfku5LI46VOzy2lnStpPmSflwq/92S7pR0r6TLSjs+LZD0nZQ+J+0OVfFB4G/AJRSL3ZcdmvaLfzgtaI+kuyTtVqpzatr282vADyodUYCImBIRt5by/ULSDOBLrX0vzczMzLqa1nZGewNXA0enxeHXEhGXAzOAEyNiJFBHse3mlyJiD+BQYHnKPhIYB+wOjJO0naTNgG8Bh0bEqFRWeQH7RSn9N8AppfQTgIvT44QGzRoCjAHeB5wrqU9q0/EAkgYDg9POTLsB9zbxHvSKiNER8dMm8pmZmZk1qr6dH7WqtZ3R1cC/gU82M/8uwLMRMR0gIl4tXdq+MSJeiYgVwP3ADsA7gV2BO9KWpCel9Ior0//3UHQykbQlMBS4PSIeBlany+0Vf4mI+oiYDzwKDAP+QrEnPRSd0ssbNlzSpml092FJ5Y7vpY29WEkT0ijsjFuXzl/nG2NmZmZdW73a91GrWtsZrafovI2R9I1WllVecLKOYj6rgBsiYmR67BoRn6wSU8lPas8mwGOSFlB0Usujow2nZEREPA28KGkExehspYM5DxiVMr2YRncnAQNK8Usbe0ERMSmNmo4+sP/QRl+4mZmZWVfV6jmjEbGM4pL3iZKqjZC+BlTmhT4EDJa0N4CkjSSt6yaqu4D9JO2U8veXtHMTTToBODwihqT96vdi7Xmjx0nqJmlHin3sH0rplwJfBQZFxOyU9mPgm5LeXorv10T9ZmZmZi1Wj9r1Uava5G76iHhJ0uHArZJeaHB6MsXczOXAPhQjj7+S1Jdivuih6yj3BUnjgYsl9U7J3wIerpZf0hCKy/ivL+kUEY9JekXSO1LSE8A0YCBwcpoWAMWl+V8C3y3FzpH0JeBCSQOBRSn+2+t4O8zMzMysmVrVGY2IAaXjJ4G3pqdTSulXAFeUwqZTzAUtm5welZgjSsc3AXtXqXtI6XgGMDY93aZK3lHp8O51vJbnqfJ+RMQ1wDWNxIytlm5mZmbWUl7ayczMzMysg3k7UDMzM7MaUMt3vLcnd0Y7SN/MBb5uevhNsw6a5eC+i7Pixh/bu+lMVfzqkrxB9hNW9MyK23bAa1lxc5ZtnBX3VF4zedc2z2bFHTYgbzOvfnsMzIrrcdghWXH3fvL2rLgx837cdKYq7tnr9Ky4/pmfvz1/1NT9ktXtes1dTWeqos9XTs6Ke/59n2pxzJbX/C6rrv/99Mez4roPzPt1U7+sLituwd2DsuI2ecuyrLgbFm2ZFZf5o4WdV+Z9U/eJvLhFPfK+fj0j78Lzcz3yemU/+lbe70zrXO6MmpmZmdWAWl6Yvj15zqiZmZmZdZpmd0ZLOxDNkvScpKdLz3s1yPtlSf1Kzxek/eNnS7pF0g5vriFPqmuFpEGltPGSzmlhOUMl/V3SI5LukXSzpAObGbsgbV1qZmZmliXa+VGrmt0ZrexAlHYhOhf4eWlnpFUNsn+ZNy8Of1BEjACmUqwV2lZOoFgu6oO5BaT96a8BJkXEjhGxF/AFikXxG+b11AYzMzOzNtKqy/SSDpE0M416ni+pt6QvAlsDN0u6uUrYnaS1QCUNkfSgpMlpz/c/STpU0h2S5ksak/K9qzQKO1PSRil9R4qtOb/F2lt+AmwnaWoq59sp/5mSPldq/8S0z/yJwJ0RUV4fdW5ETC7l+6OkO4A/plHi6yXNk/Q7qOFtDczMzGy9UAt700s6XNJDkv4j6bQq53tLujSdvzttONQqremM9qFYqH5cROxOcTPUZyPibOAZipHQg6rEHQ5cXXq+E/BTYFh6fBjYHzgFqOx3fwrwuTQqewDFzk1QbPN5CXAbsIuk8u2MY4BjgBEUW4COptjy8/hSnuNT2m7AvU283l2BQyPiBIodmG6PiN2Aq4Dtm4g1MzMzq2mSugO/Bt5D0e85QdKuDbJ9ElgcETsBPwd+1Np6W9MZ7Q48FhGVrTkvANY1x/JmSU9TvMCLS+mPRcSciKgH5gE3RkQAc4AhKc8dwM/SqOvGEVFZ9+YE4JIUewVwXKncG9LUguXAlcD+ETET2ELS1pL2oHgzn2zYUElXSZor6cpS8pRUFul1XgSv79BUdR0lSRMkzZA046Zl89fx1piZmVlXV9/Oj2YYA/wnIh5NUzAvAY5qkOcoij4fFFupHyKpVVeIO/Ju+oMo9o2fBXynlL6ydFxfel5PWnoqIs4EPgX0Be6QNEzS7sBQ4AZJCyhGScuX6hvO1a08vww4FhhHMSoKRSd41OsZIz4AjAfeUopf2qxXWa4wYlJEjI6I0Qf3G9rScDMzM7OOtA1QHqR7ijdvs/56njQ4+AqwaWsqbU1ntA4YImmn9PyjwC3p+DVgo4YBqdFfBj4m6S0NzzdG0o5p9PRHFDcrDaPoeE6MiCHpsTWwdelO/cMkvUVSX+BoitFVKDqgH6LokF6W0v4M7CfpyFK1DW/AKruVYjoBkt4DbNLc12JmZmZWTXuPjJav2KbHhI57dY1rzZ3hK4CPA5elO8ynU9xlDzAJuFbSMw3njUbEs5IuBj4H/LGZdX1Z0kEU7+U84J/Az4D3Nsh3FUVH83lgGsWl+22BiyJiRqp/XroB6umIeDalLZd0BMVUgF+k+NeA7zXSnu8AF0uaB/wbeKKZr8PMzMysU0TEJIo+WmOeBrYrPd82pVXL81Tq/w0CXmxNu7I6oxExsfR0zyrnfwX8qvR8SIPzXyg9HV5KH186XlA51yB/xZuWXYqI/1d6Orlq44t8u1dJe5A3d24r5yY2eP4i8O7GyjczMzNrqej8tXmmA0MlvZWi0/kh0pXgkinASRSrIx0L3JTu9cnmNTPNzMzMjIhYI+nzwHUUN6qfn64onwHMSEtg/p5imcv/AC9RdFhbxZ1RMzMzsxpQC3vTR8Q/gH80SDu9dLyCtVcvajV3RjvIy93z4lZkrpYwdvCyrLhYmjfSPqB+Xfd7NW6THiubzlTFwiV59e3/tmez4v69YHBW3N1PbZUVd8j+DafotK8FX74+K+7ens2+D3EtI889velMVYxdnfd9/Z913o/YuBfOnpYVt3xJn6y4p4+6Iivub323aHHM/37641l1bXTeH7LiXjkxr77VS/Pus+3bZ3VW3MuL+2bFLcu8HXhgXV7czv1ezYp7ZumArLiVmZeP+2b2rnpkXvStf35RXmCNqIXOaGfoyKWdzMzMzMzW4pFRMzMzsxrQqruA1mM1MzIqqa60//ystG/9v9uw/AWSNmur8szMzMys9WppZHR52nu+bN+GmST1KG0HamZmZrZBqO/8pZ06Rc2MjFYjaUn6f6yk2yRNAe6X1F3SWZKmS5ot6TOlfLdKukbSQ5LOlfSm1yjpakn3SJpX3n1A0uGS7pV0n6QbU1p/SedLmiZppqSjUvpuKW1WaoP3+zQzMzNroVoaGe0raVY6fiztD182ChgeEY+lDuQrEbG3pN4U+9VXbgceA+wKPA5cC3wQuLxBWZ+IiJfSVqHTJV1B0TE/Dzgw1VG5TfibFAu6fkLSxsA0Sf8CTgZ+GRF/ktSLYj0uMzMzsyxd9W76WuqMVrtMXzYtIh5Lx+8GRkg6Nj0fBAwFVqV8jwKkbUf3582d0S9KqnR2t0uxmwO3VuqIiJdKdR0p6ZT0vA+wPcXOA9+UtC1wZUTMb9jg1GmeAPChjcew3wAPnpqZmZmV1VJntClLS8cCvhAR15UzSBrLm29Giyp5DgX2iYhlkqZSdDAbI+CYiHioQfoDku4G3gf8Q9JnIuKmtSou7QF7znYf6ao3yZmZmVkzdNWR0ZqeM7oO1wGfldQTQNLOkvqnc2MkvTXNFR0H3N4gdhCwOHVEhwHvTOl3AQem/VgpXaa/DviCVKw+L2nP9P/bgEcj4mzgr8CI9nihZmZmZhuy9WlktOx3wBDg3tRJfAE4Op2bDpwD7ATcDFzVIPZa4GRJDwAPUXRCiYgX0mX1K1NHdiFwGPBd4BfA7JT+GHAEcDzwUUmrgeeAH7THCzUzM7OuoateQq2ZzmhEvGmPskpaREwFppbS64FvpMfr0uDlqxFxRJWyhpSevqeRNvwT+GeDtOXAZ6rkPRM4s/qrMTMzM7PmqJnOqJmZmVlX1lXXGd2gOqMNR1DNzMzMrLZtUJ3RWjYg8xa5FZmrlz69YFBW3G6nvmnTq2aZ9re7suI+NXHHrLi6Bx/Jilt4bd63/BM98/5cPWrAC1lxPXfaNCtO3fLuSayrW54V91z3zG9s5X0d6iPv67A48yfdph/YJivuuYufz4pbkXlP6ZbR8hfYfWDem/LKiR/Pihv0pz9kxeVaftDJWXE9etRlxT24bFVW3IFrembFPbA872f88h55n6FXMm93zv3dtypzhLDbO/fPC6wRvpvezMzMzKyDeWTUzMzMrAZ01bvpO2RkVNKWkv4s6dG0J/ydpR2QOpyk90iaIen+tN/8TzurLWZmZmZdWbuPjKZ1QK8GLoiID6e0HYAjmxnfIyLWtGF7hlOsQ/q+iHhQUnfSlp2d0R4zMzMzgPouOjbaESOjBwOrIuLcSkJEPB4Rv5I0RNJtku5Nj32h2LIzpU8B7k9pV6dR1XlpcXpS+iclPSxpmqTzJJ2T0jeXdIWk6emxXwr5KvD9iHgwtaUuIn6TYt4v6e40WvovSVum9ImS/ijpDuCPknZL9c2SNFuSN503MzMzy9ARc0Z3A+5t5NxC4LCIWJE6dBcDo9O5UcDwiHgsPf9ERLwkqS8wXdIVQG/gf1Pe14CbgPtS/l8CP4+I2yVtT7Gt59uB4UBjl+VvB94ZESHpUxQd1/9J53YF9o+I5ZJ+BfwyIv4kqReQec+7mZmZWaGr3k3f4TcwSfo1sD+wCjgUOEfSSKAO2LmUdVqpIwrwxdI80+2AocBWwC0R8VIq+7JSGYcCu6ZdmQAGSnrTLk8NbAtcKmkw0Iti68+KKWk3JoA7gW9K2ha4MiLmN/JaJ5CmAJw0aAxj+3sA1czMzKysIy7Tz6MYuQQgIj4HHAJsDnwFeB7Yg2JEtFcpbmnlQNJYis7lPhGxBzAT6NNEvd0oRjlHpsc2EbEktWevRmJ+BZwTEbtTbAFaruP19kTEnynmvC4H/iHp4GqFRcSkiBgdEaPdETUzM7N1iXZ+1KqO6IzeBPSR9NlSWr/0/yDg2bTX/Edp/HL3IGBxRCyTNAx4Z0qfDrxL0iaSegDHlGKuB75QeZJGXwHOAr4haeeU3k1SZXXkQcDT6fikxl6QpLcBj0bE2cBfgRGN5TUzMzNrjvp2ftSqdu+MRkQAR1N0Gh+TNA24APga8H/ASZLuA4ZRGn1s4Fqgh6QHgDOBu1LZTwM/AKYBdwALgFdSzBeB0ekGo/uBk1PMbODLwMWpvLnA21LMROAySfcAi9bxso4H5kqaRTEH9cLmvRtmZmZmVtYhc0Yj4lngQ42cLo8qfi3ln0ppj/mIWAm8p5H4P0fEpDQyehXFMlJExCJgXCPt+Tvw9yrpf6UY6WyYPrHB8zMpOsVmZmZmbaI+cxvU9d2GsB3oxDRCOZfihqOrO7U1ZmZmZtZs6/12oBFxSme3wczMzKy1uuqi9+t9Z3RD92K3vCnHvbvX5VX42itN56min/KWWo1FL2bF1b+0JCtuo61WZcX1fjkrjBUrembFddt0k7wKMy1Zkff90qdnx15T2qhP3tePNX2zwupfWJwV9+qrTS32Ud0q5V2sqsv4BVa/LO9rvnrphnBBrXE9+2R+FpblvS/15H2GlNlpGVCX9ztlcffc782815fdOVmT+TPCOpU7o2ZmZmY1oGuOi24Yc0bNzMzMbD3VIZ1RSVtK+rOkR9P+8neWdlPqFGmv+7s6sw1mZmZmFV5ntJ2o2I/zauDWiHhbROxFsczTts2Mb/OpBJI2ptiFaVBawL5D6jUzMzOztXXEyOjBwKqIOLeSEBGPR8SvJA2RdJuke9NjXyi2/0zpU4D7U9rVaVR1XtrznZT+SUkPS5om6TxJ56T0zSVdIWl6euxXatMHgb8Bl1Ba/1TSZEnnSrob+LGkHSVdm+q9Le3+hKT3S7pb0kxJ/5K0Zbu9e2ZmZtYl1BPt+qhVHTH6txtwbyPnFgKHRcQKSUOBiyn2qIdiP/vhEfFYev6JiHhJUl9guqQrgN7A/6a8r1FsPXpfyv9L4OcRcbuk7YHrgLencycAZwDPA1dQ7OJUsS2wb0TUSboRODki5kt6B8WOUQcDt1Psex+SPgV8FfifrHfHzMzMrAvr8EvRkn4N7A+sAg4Fzkn7xtcBO5eyTit1RAG+WJpnuh0wFNgKuCUiXkplX1Yq41Bg12KWAAADJQ0A+qfY21NncrWk4RExN+W7LHVEBwD7UmwPWimjd/p/W+BSSYOBXhSL7Vd7rROACQAnDRrD2P5Dm/UemZmZWddTu2OX7asjOqPzgGMqTyLic5I2A2YAX6EYndyDYsrAilLc6/vUSxpL0bncJyKWSZoKNLWQXzeK0ctymUj6OLAJ8FjqZA6kGCn9ZoN6uwEvR8TIKmX/CvhZRExJbZtYrQERMQmYBDB5m4901e8xMzMzs0Z1xJzRm4A+kj5bSuuX/h8EPBsR9cBHgcZWTh8ELE4d0WHAO1P6dOBdkjZJNxwdU4q5HvhC5UkafYWi43l4RAyJiCEUNzJ9iAYi4lWKDutxKV6S9ii15+l0fNK6XryZmZlZc/hu+nYSEQEcTdFpfEzSNOAC4GsUczBPknQfMIzSaGgD1wI9JD0AnAnclcp+mmK+5zTgDmABUNlC6IvAaEmzJd0PnCxpCLBDJT6V8RjwSpoT2tCJwCdT++YBR6X0iRSX7+8BFrXk/TAzMzOzN3TInNGIeJYqo4/JiNLx11L+qcDUUvxK4D2NxP85IialkdGrKJaRIiIWAeOq5N+mSvtGpcO7G6Q/BhxeJf9fgb820h4zMzOzFqvlO97b04awA9NESbOAuRQ3El3dqa0xMzMzs2Zb7xd2j4hTOrsNZmZmZq3VNcdFN4DO6PrilcZuzWrCdnV5g9d13dR0pioW/uzupjNVMWrNVllxz130dNOZqli9OvdbNy9uu9V5U79vZ+OsuP5/fDwrTnlfdl6t2zQrbmCPvApfvCrv6x7Rr+lMVWxWl/cj/sm/5X3dF6/smxW3OvNzu1wtf30L7h6UVVffPquz4pYfdHJWXK7tbj636UxV/G34t/Iq7JP3vbIw80fZa5mf9T1X5n0Wemf2kuoz27lJXV7c8nMvy4rr+1+fz6vQ2oQ7o2ZmZmY1oJbveG9P7oyamZmZ1YDoohfq2/QGJkk/l/Tl0vPrJP2u9Pynkv5fK8ofK+nv6Xi8pBfS/vDzU137ZpY7RNLcKun9JP1J0hxJcyXdnnZmQlKdpFmlx5Dc12VmZmbWVbX1yOgdwPHALyR1Azaj2OGoYl+KXZfayqUR8XkASQcBV0o6KCIeaKPyvwQ8HxG7pzp2ASoTppY3sjuTmZmZWYt11cv0bb2007+BfdLxbhTLLb2WdkjqDbwdGJRGM+dIOj+lI+mQRtIPl/SgpHuBDzZWcUTcTLH15oQUt6OkayXdI+m2tHMTkraUdJWk+9JjrdFUSW9L7dgbGMwbOy0REQ+lNU/NzMzMrA20aWc0Ip4B1kjanmIU9E6KheT3AUYD84HfAePSaGMP4LOS+gCTG0k/D3g/xbadTd2yfS/FTk5QdEy/EBF7AadQ7PYEcDZwS0TsAYyi2FkJeH3k8wpgfERMB84HvibpTknfkzS0VFff0iX6q1r0RpmZmZk1UE+066NWtcei9/+m6IhWOqN3lp4/BTwWEQ+nvBcABwK7NJI+LKXPT9uKXtRE3QJI8zr3pdiycxbwW4pRToCDgd8ARERdRFS2D92cYlelEyPivnR+FvA24CzgLcB0SW9P+ZdHxMj0+EDVxkgTJM2QNOPfS+Y30XQzMzOzrqc97qa/g6IjuDvFZfongf8BXqXY4vOYdqizYk/gAYpO9sstnNP5CvAEsD9wfyUxIpYAV1LMR60H3pvqaFJETKIYoeWX23+kdv8kMTMzs07XVTsK7TUyegTwUhp5fAnYmOJS/RXAEEk7pbwfBW4BHmok/cGUvmNKP6GxSiW9i2K+6HkR8SrwmKTj0jlJ2iNlvRH4bErvLqmy8vMq4APAxyR9OJ3fT9Im6bgXsCuQtxq5mZmZmb1Je4yMzqG4i/7PDdIGRMRTkj5Ocfm8BzAdODciVq4jfQJwjaRlwG3ARqVyx0naH+hHsS/9MaU76U8EfiPpW0BP4BLgPoo75CdJ+iRQR9ExfRYgIpZKOgK4QdISik70bySJouN+DUWH2szMzKxN1fK8zvbU5p3RiKhj7eWciIjxpeMbKS6nN4xrLP1a3rgpqZw+meKmp8ba8RhweJX054GjqoQMT+dfBvYupV/YSPkDGqvbzMzMzJrHOzCZmZmZ1QCvM2pmZmZm1sE8MtpB+mT+uRPKi3tmRb+suG23fKXpTFUsW5QVxoplPbPi+vRb3XSmKhYs3DgrbmHPvL/bdl+9Iiuue8+8b5gVS/PezyFveTkr7plXN8uK22iHuqy4mU9t1HSmKhb2yvsgDdpieVZct+55877WvDKw6UxV9I7uLY7Z5C3Lsup6eXHfrLgePfK+5j375MX9bfi3suLeP/d7WXH3jM6rr2/mFMGdVuX9jFhN3mdhTVYUDKrLa+f9vfN+5kZuQ2uE96Y3MzMzM+tgHhk1MzMzqwGeM9oGJG0r6a+S5kt6RNIv0/qcbVnHRElPp20450o6sg3KnCzp2Crp3SSdneqZI2m6pLemcwtSWmVL0H3fXLKZmZmZrUubjYymtTivBH4TEUdJ6k6x+9D3gVPbqp7k5xHxk7Q1522StoiIJv+gkNQ9LT3VXOOArYEREVEvaVtgaen8QRGROVvSzMzM7A2eM9p6BwMrIuIP8Pp6o18BPiHpv9OI6dQ0avrtSpCkj0ialkYXf5s6sUhaIun7ku6TdJekLRtWmBa4XwNsJumENFI5V9KPSuUvkfRTSfcB+0j6mKTZqdw/loo7UNK/JT1aGiUdDDxb6ehGxFMRsbgN3zMzMzOzLq0tO6O7AfeUE9K2nE9QjMCOodiXfgRwnKTRaWRzHLBf2ke+jmLnJID+wF0RsQdwK/DphhVKegfFFIuewI8oOsQjgb0lHV0q5+5UzmLgW8DB6fmXSsUNptiX/gjgzJT2F+D9qaP8U0kNF+W/OZ27u1nvkJmZmVkj6tv5Uas68m76GyLixYhYTnE5f3/gEGAvYLqkWen521L+VcDf0/E9wJBSWV9J+X9C0ZkdDUyNiBciYg3wJ+DAlLeON7bwPBi4rHJpPSJeKpV5dUTUR8T9wJbp/FPALsDXKb6ON0o6pBRzUESMjIh3VHvBkiZImiFpxm1L5zfnPTIzMzPrUtrybvr7gbVuApI0ENie4lJ6w4kQAQi4ICK+XqW81RFRialr0NafR8RPSvVU296zYkUz54muLDf99UZGrAT+CfxT0vPA0cCNzSiPiJhEMW+W3277ka45EcTMzMyapT66ZlehLUdGbwT6SfoYFDcLAT+l2D9+GXCYpLdI6kvRobsjxRwraYsU8xZJO2TUPQ14l6TNUr0nALdUyXcTxRSBTSv1ratQSaMkbZ2Ou1FMMXg8o31mZmZm6xTt/KhVbdYZTaOYH6Do7M0HHgZWAN9IWaZRXC6fDVwRETPSJfFvAddLmg3cQDF3s6V1PwucBtwM3AfcExF/rZJvHsXd/bekG5p+1kTRWwB/kzQ3tXsNcE5L22dmZmZm1bXpovcR8STw/obpxapPPBURR1eJuRS4tEr6gNLx5cDl6XhiI3VfDFy8rnLS8wuACxqkja8WExHXAtc2Ut+QaulmZmZmOeprePwyXU2+lOIengXA8Q1XGJI0EvgNMJBiiuX3Uz9vnbwdqJmZmZk15TTgxogYSjHN8rQqeZYBH4uI3YDDgV9I2ripgjtkO9CImEwxd9TMzMzMqqjxRe+PAsam4wuAqcDXyhki4uHS8TOSFgKbAy+vq2BFF71zq6Odl3k3/Wo1naea3PXEFnRvyQZVbzhgRV5Dv7x6XlbcPgPe1nSmKrZTn6y4kavyLiK82i3vfVnQI+8r2C/y6tt9Zcf+HHixR977+WL3vPoGZn4g/pP5eehN3tdhxMq8uPqMsCWZ35vLMq+nPdhtVVZcnw6+gNcvs76JM76XFXf2qNOz4l7plveZHbGy6TzV5H6/vJL5me2Z+SPpoe5rsuJ+ueCSzN+2beuEHY5u1x/Glzzx188AE0pJk9LKP02S9HJEbJyOBSyuPG8k/xiKTutuTe2S2SEjo2ZmZma2bu29MH15yclqJP0L2KrKqW82KCckNdpxljQY+CNwUnO2a3dn1MzMzMyIiEMbOyfpeUmDI+LZ1Nlc2Ei+gcA1wDcj4q7m1Nvi6xGS6tIWmJVHtQmszSlngaTNcmKbUfaQtBwTksZKeiW19QFJ326D8sdL8hJPZmZm1mbqiXZ9tNIU4KR0fBLwpiU0JfUCrgIuTCshNUvOyOjytI/8+uS2iDhCUn9glqS/RcS9TQVJ6pG2FzUzMzPrys4E/iLpkxQbAB0PIGk0cHJEfCqlHQhsKml8ihsfEbPWVXCbzQxPI53fkXSvpDmShqX0AZL+kNJmSzqmSuz/kzQ3Pb6c0vpLukbSfSl9XErfS9Itku6RdF0aKq6k35cWs/9ctTZGxFKKfe53kjRS0l2pTVdJ2iSVM1XSLyTNAL4kaW9J/05lT5O0USpua0nXSpov6cdt9T6amZlZ1xTt/K9VbYt4MSIOiYihEXFoRLyU0mekjigRcVFE9IyIkaXHrKbKzumM9m1wmX5c6dyiiBhFseDpKSntf4FXImL3iBhBsSXn6yTtBXwceAfwTuDTkvakWJ/qmYjYIyKGA9dK6gn8Cjg2IvYCzqfYUQngD8AXImKPxhqetgF9JzAPuBD4WmrTHKB8+b5XRIxOdV0KfCmVeyiwPOUZCYwDdgfGSdqu6bfOzMzMzMra+jL9len/e4APpuNDgQ9VMjRcrR/YH7gqjVoi6UrgAIqdj34q6UfA3yPiNknDgeHADWlXp+7As2lB1Y0j4tZU5h+B95TqOEDSTIob1c4Enkr5K/vXXwBcVspf2S1gF+DZiJie2v5qaiMUC7++kp7fD+wAPFl+YZImkJZQ+MjGYziw/9Dq75qZmZl1ee19N32tauu76SsrmNW1tuyIeFjSKOC9wPck3UgxKXZeROxTztuM1f1vi4gjSvkHNZF/aTOaWF6trerrLS+hkLvOqJmZmdmGrCNWE76B0hzOytzMktuAoyX1SzcYfQC4TdLWwLKIuAg4CxgFPARsLmmfVFZPSbtFxMvAy5L2T2WeuK4GpRHNxZIOSEkfBW6pkvUhYLCkvVN9G0nyclhmZmbW5iKiXR+1Kqdj1VfSrNLzayNiXcs7fQ/4dVpqqQ74Dm9czici7pU0GZiWkn4XETMl/RdwlqR6YDXw2YhYJelY4Ow0utkD+AXFHNCPA+enRVivb8brOAk4V1I/4NEUv5ZU3zjgV5L6UswXbXQNLjMzMzNrmRZ3RiOi6uZeETGkdDyDtH9pRCzhjXWpGsv/M+BnDc5fB1xXJW4WxbIBDdPvAco3L301pU+l2D+1WjnvrJI+tsHz6VXyTU6PSp4jMDMzM2uFNlgLdL3UsZv+mpmZmZmVeP6jmZmZWQ3w3fTWrhZXndzQtG6ZI/ab1eXFjazLa+grma/ve912z4rrsSrvjVldLMvVYgszPymbZH4dRqzKa2fv+rz35cmeeRdJemV+f/bNjBuU+X4OyPwJv2fm5+G1zM9D7vdZjp6ZcQMzvwYHrsmrsZ6O/czmfm+ePer0rLgv3ntGVtw5mfUtynxfume+L5tm7mG4Ju/Lzr5rMj981qncGTUzMzOrAa3dJWl95c6omZmZWQ3wDUydRFKftOf7fZLmSfpOSj9C0syUfr+kz2SWv0DSnLQH/fWStmqDNi9pbRlmZmZmVhsjoyuBgyNiSdp7/nZJ/6LYuWhMRDwlqTcwpBV1HBQRiyT9APgG8MWmAiT1iIjM2S5mZmZmLVPLC9O3p04fGY1CZaSxZ3qsougov5jyrIyIhwAkHSdpbhoxvTWljZd0paRrJc2X9ONGqrsV2CmNxv4hjZjOlHRQqZwpkm4CbpQ0oJRvtqRjKgVJ+n5qw12StmyP98bMzMxsQ9fpnVEASd3Trk4LgRsi4m5gCvC4pIslnSip0tbTgf+KiD2AI0vFjATGAbsD4yRtV6WqI4A5FNuTRkTsDpwAXCCpT8ozCjg2It4F/C/wSkTsHhEjgJtSnv7AXakNtwKfbv27YGZmZl1ZfTs/alVNdEYjoi4iRgLbAmMkDY+ITwGHUGwTegpwfsp+BzBZ0qeB8hoON0bEKxGxArgf2KF07ubU2R0I/BDYH7go1f0g8Diwc8p7Q0S8lI4PBX5daufidLgK+Hs6vodGphBImiBphqQZdy+Z38x3w8zMzKzrqInOaEVEvAzcDByens+JiJ8DhwHHpLSTgW8B2wH3SNo0ha8sFVXH2vNhD4qIkRHxsVTHuixtRlNXxxsTOxrWVX49kyJidESMfseAoc0o1szMzLqqaOd/tarTO6OSNpe0cTruS9HxfFDS2FK2kRSjl0jaMSLujojTgRcoOqUtdRtwYipvZ2B74KEq+W6guKRfaesmGXWZmZmZWSNq4W76wRRzNrtTdI7/AtwCXCrpt8ByitHK8Sn/WZKGAgJuBO6j6Ky2xP8Bv5E0B1gDjI+IlXrz7jzfA34taS7FCOh3gCtbWJeZmZlZk7rqOqOd3hmNiNnAnlVOvbeR/B+skjw5PSp5jigdD6lSxgrg41XSG5azBDipSr4BpePLgcurtdXMzMzM1q3TO6NmZmZm5nVGzczMzMw6nEdGO8gmdXlxyzL/XOhbn/fXVe/Mv8rWvHm+bbM82isvrnvkxe24Km+ltc1W5sU92ivvIzZkVd43TO5fl5vV5b2fdeTFbVm3Oivu2R49s+Jyvda96TzVbLM67+u3THlfwccyPkc7Z35P79zv1ay4B5YPyopT5hy61/K+Ndkp82fE9D55X7tzRp2eFff5e8/Iivvr7v+bFbcy82d85o+W7JmTm9fn/WypFV11zqhHRs3MzMys03hk1MzMzKwG1PJaoO2pXUdGJX1T0ry0r/ssSe9oz/oaacNUSQ+lfeTvkLRLG5S5QNJmbdE+MzMzs66s3UZGJe1DsRf8qLSG52ZAr2bE9YiINW3cnBMjYoakCcBZrL2nfUe2w8zMzKyqet9N3+YGA4siYiVARCyKiGck7S3p32mkcpqkjSSNlzRF0k3AjZL6Szo/nZ8p6SgASd0lnSVpehpt/UxKH5tGQC+X9KCkP6nKCvbArcBOKpwlaa6kOZLGlcq5TdIU4P5U309SvtmSvlAq6wuS7k3xw9rxfTQzMzPbYLXnnNHrgdMlPQz8C7gUuDP9Py4ipksaSLHDEsAoYEREvCTpB8BNEfGJtFXoNEn/otjC85WI2FtSb+AOSden+D2B3YBngDuA/YDbG7Tp/cAc4IMUuzbtAWwGTJd0a6kdwyPiMUmfBYYAIyNijaS3lMpaFBGjJP03cArwqVa9W2ZmZtaldc1x0XYcGU27F+0FTKDYQ/5S4DPAsxExPeV5tXQp/IaIeCkdvxs4TdIsYCrQh2L/+HcDH0vpdwObAkNTzLSIeCoi6oFZFJ3Iij+lmP0oOo77AxdHRF1EPE+x/ejepXIeS8eHAr+ttLHUPnhjW9B7GtT1OkkTJM2QNOPWpfPX9XaZmZmZdUntejd9RNRRdCanpn3gP7eO7EtLxwKOiYiHyhnSpfcvRMR1DdLHAitLSXWs/dpOjIgZpfzravbSdZ0sqdTXsK7XRcQkYBLAedt+pKv+wWNmZmbN4HVG25ikXSQNLSWNBB4ABkvaO+XZSFK1jtx1FHMylfLtWUr/rKSeKX1nSf0zmncbMC7NCd0cOBCYViXfDcBnKm1scJnezMzMzFqpPUdGBwC/SnM+1wD/obhk/4eU3pdivuihVWK/C/wCmC2pG/AYxZ35v6O4JH5v6qi+AByd0bargH2A+yimaHw1Ip6rciPS74CdUztWA+cB52TUZ2ZmZrZOXXVktN06oxFxD7BvlVOLgHc2SJucHpXY5RTzSxuWWQ98Iz3KpqZHJd/nS8djq5QTwKnpUU5vWM4a4P+lRznfkNLxDOBNdZiZmZm1RHhpJzMzMzOzjuXtQM3MzMxqgC/TW7vadE19Vly3HnmD1wPq8+pbve6VBhr1Yve8uE3qssKyh/S36rYiK+7x6JsVtzLvbWEj5W3+lfu+1Gd+HVYpr8bN+yxvOlMVy1Z2z4pb3D2vnZuuyfvFsLh7XjsH1eV9bgfWt/wbrU/k1fXM0gFZcct75H0YBmS+J3uuzPvarSavnSNWNp2nmkWZv4X/uvv/ZsUdNee7WXGXjjg9K+7FvI8CKzJ/dm6zxhd810fujJqZmZnVgOiiI6P+E8LMzMzMOk3Nd0Yl1UmalfaHv0xSv4wyxks6p0HaLEmXtF1LzczMzPJFRLs+alXNd0aB5RExMiKGA6uAk1tboKS3A92BAxpbNL+RxfjNzMzMrA2tD53RstuAnSS9RdLVkmZLukvSCCh2SKqWXsUJwB+B64GjKomSpkr6haQZwJck7SXpFkn3SLpO0uCU79OSpku6T9IVOaO1ZmZmZmX1RLs+atV60xlNI5XvAeYA3wFmRsQIigXwL0zZGktvaBxwCXAxRce0rFdEjAbOBn4FHBsRewHnA99Pea6MiL0jYg+KLU4/2QYv0czMzKzLWR8uRfeVNCsd3wb8HrgbOAYgIm6StKmkgcD+jaS/TtJoYFFEPCHpaeB8SW+JiJdSlkvT/7sAw4Ebip1H6Q48m84Nl/Q9YGOKbU+vq9ZwSRMotkDlMxvtzbv77ZT/LpiZmdkGrZbndban9aEzujwiRpYTlLkWZnICMEzSgvR8IEUH9rz0fGmlGmBeROxTpYzJwNERcZ+k8TSyHWhETAImAVy51Ye75neYmZmZ2TqsN5fpG7gNOBFA0liKkc5X15FOSusGHA/sHhFD0h7zR/HmS/UADwGbS9onxfaUtFs6txHwrKSelfrMzMzMWqOrzhldH0ZGq5lIcXl9NrAMOKmJ9IoDgKcj4plS2q3ArpWbkyoiYpWkY4GzJQ2ieK9+AcwD/pdiqsAL6f+N2uyVmZmZmXUhNd8ZjYg37T2X5nce3YL0yRSX1gHe2eBcHbBVejq2wblZwIFVyvsN8Jum2m5mZmbWXN6ByczMzMysg9X8yKiZmZlZV1Dvu+mtPS3s2bGD0K92z6vvuR55KxW8bVV9VtyjvfLa2Tvz8zqnW8fuT9Ajs5339eyTFZf7Y2yjvC8fKzMXtni+bmDTmapY1TOvvswwlnXLe4E9M78Qi3rkfR62Xt3yL+CiHnk//nO/5q9k/ghcnPmzLPdnxJq8MAZkfoa6Z7ZzZeaqMpeOOD0rbtzsM7Lifr9nXn257+dDvfK+r9+dV521EXdGzczMzGqA54yamZmZmXWw9bozKikkXVR63kPSC5L+np4fKem0Fpb5bUk/bJA2UtID64iZKOmUlrbfzMzMrKI+ol0ftWq97oxS7JY0XFLf9Pww4OnKyYiYEhFntrDMiyn2ri/7UEo3MzMzaxfRzv9q1freGQX4B/C+dHwCpU6jpPGSzknHx0maK+k+SbemtO6SfpLSZ0v6QkQ8DCyW9I5SHccDF0v6tKTpqYwrJHXs3TBmZmZmG5gNoTN6CfD/2zvvMEmqqg+/PxZwgSUKSI4SRCSjiGRBRUFRkisYUUAR4TOLSjQjioIiIBIMCBgRECQnJSxhd4miBMk552V/3x/n9k5NT3dVdU3YmeW+z9PPdFXXqVvTXeHcEz8oaTywBtERqRP7A++0vSbw3rRud2A5YC3bawC/TetPJqyhSNoAeMz2bcCfbK+f9nEzsNsw/D+ZTCaTyWRehWQ3/RjF9hRCoZxIWEm7cTlwgqRPAePSui2Bo21PS/t6LK0/Bdgh9bIvuuhXl3SppKlET/o3UoKk3SVNkjTp0mdu6/2fy2QymUwmk5nFGfPKaOJ04IeUxHXa3hP4BrA0cI2k15ZsezdwB7ApsD2hnEK0FP2s7TcBBwGlxSBtH2N7PdvrbTxhpfr/TSaTyWQymVcdOWZ0bPMr4CDbU7ttIGlF21fa3h94mFBKzwX2kDR72mahgsjJwI+B223fk9bNC9wvaQ7CMprJZDKZTCaTGQSzRNH7pCz+tGKzQyWtBAg4H5gM3ACsDEyR9DJwLHBk2v60tM+9C/v4JhGT+nD6O+9Q/Q+ZTCaTyWRe3YzmuM7hZEwro7YndFh3EXBRen8C4VrH9gc67GIa8Pn0at/PI7R1EbR9FHBUh20P7O3IM5lMJpPJZDIwxpXRTCaTyWQymVmF0RzXOZzMKjGjmUwmk8lkMpkxSLaMjhBzT28m90zD6cIzs6mR3AovNTvQB2ZvdqALvNJIbEZtrl55aoSnXws1/P9eavbzMecIT6qfbvh9Ljat2YHeN0ezL2beaY3EmGt6s+vhoTkaXg8Nv5dnZut9vDkaxqbN1fBeNqGh3Cs0+82nN7yG5n+l2YHeOWez3/y1Dc/NVxr+f482vHket/b+jeR2u+7gRnL7rNdTJ+8ZbP7iHNUbjWLshhfKGCdbRjOZTCaTyWQyM40xr4xKsqTfFJZnl/SwpDMq5F4n6YzU2vMmSWUF85G0nKQbunx2kaT1mv0HmUwmk8lkMjAdD+trMEhaSNK5km5Lfxcs2XY+Sfe0WrJXMeaVUeBZojPSXGl5K+DeGnIHA+faXtP2akAzn0Amk8lkMpnMrM9XgfNtr0SUyCzTmw4BLqm741lBGYVoA/qe9H4ihU5MSZP/i6Qpkq6QtEb6aHGgVcy+1VYUBYdKukHSVEk7tw8maS5Jv5d0s6Q/A3O1b5PJZDKZTCbTC7aH9TVI3gecmN6fCGzXaSNJ6wKvA/5Rd8ezijL6e+CDksYDaxAF6VscBFxnew1gP+CktP5nwHGSLpT0dUlLpPUfANYC1iR61x8qafG28T4NPGf7DcABwLrD8D9lMplMJpPJjBZeZ/v+9P4BQuHsh6TZgMOAL/ay41kim972FEnLEVbR9tjPjYj+8ti+QNJrJc1n+xxJKwDvArYGrpO0etr+ZNuvAA9KuhhYH5hS2OcmpI5PaeziZ5lMJpPJZDI9M9i4ziok7Q7sXlh1jO1jCp+fByzWQfTrxQXbltTpYD8DnGX7Hql+yYdZQhlNnA78ENgMeG0dAduPAb8DfpcSnjYZygMq/ugfm//NbD7PSkO5+0wmk8lkMpnaJMXzmJLPt+z2maQHJS1u+/7kMX6ow2ZvBTaW9BlgAjCnpGdsl+blzCpueoBfAQfZntq2/lJgFwBJmwGP2H5K0haS5k7r5wVWBP6Xtt9Z0jhJixAK6lVt+7wE+FCSXZ0IDRiA7WNsr2d7vayIZjKZTCaTKWOUx4yeDnw0vf8o8NcOx7+L7WVsL0e46k+qUkRhFrKM2r6H5Dpv40DgV8mV/hx9X+S6wJGSphFK+S9tXy1pEqHZTwYMfNn2AykMoMVRwPGSbgZuBq4Zhn8pk8lkMplMZrTwPeBUSbsBdwE7AaTSlnva/mTTHY95ZdT2hA7rLgIuSu8fo0PGl+1DgUM7rDfwpfQqrr8TWD29fx744CAPPZPJZDKZTGYG0wdvvRw2bD8KvL3D+knAAEXU9gnACXX2PeaV0Uwmk8lkMplZAQ9zAtNoZVaKGc1kMplMJpPJjDGyZTSTyWQymUxmFDAESUZjkqyMjhAv1i+31Y9Xmg7YcLw752xmLF/s5WYX0KOzNzvQ+Rt+MfNMbyY3Z8P7w/0Nr7C5G473fDMxXm54vjTlf3M0G/D1LzX7AW99TbPzeu7pzeSaupyafi+LTetd5oGG197sDc/NlxqeY00fUgs2vEfc1PBcmb/hvWVaw++lqcryQsPxJjT8//ZZr1mn7Z9M+l4juZ+vs38juczMJSujmUwmk8lkMqOA4S56P1qZpWJGU1/5yyRtXVi3o6SzO2z7idR7fkrqQ/++in2fIGmHDus3SwXzM5lMJpPJZDI9MktZRlN7qj2B0yRdSPx/3yFafgKhsAJLE62t1rH9pKQJwCIz45gzmUwmk8lkIMeMzjLYvkHS34CvAPMAJwGvSLoVuJIodv8Z4GngmSTzTOu9pLWAXwBzA/8FPmH78eIYkt4FHE4U0b9s2P+pTCaTyWQymVmUWcpNX+Agol3n1sAP0rqVgJ/bfiOhQD4I3CHpeEnbFmRPAr5iew1gKnBAcceSxgPHAtsSiu1iw/mPZDKZTCaTeXUw3R7W12hlllRGbT8LnAL82vaLafVdtq9In79CuO53AP4N/FjSgZLmBxawfXGSOZHoTV9kVeAO27elbk2/GeZ/J5PJZDKZTGaWZZZURhPT06vFs8UPHVxl+7tEa8/th/oAJO0uaZKkSZc8e9tQ7z6TyWQymcwshO1hfY1WZmVltCuSlpC0TmHVWoTl9EngcUkbp/UfBi5uE78FWE7Siml5YrdxbB9jez3b620yz0pDdPSZTCaTyWQysw6zXAJTTeYAfihpCeAF4GFgz/TZR4FfSJobuB34eFHQ9guSdgfOlPQccCkw74gdeSaTyWQymVmSV2ud0VlWGbV9YOH9ncDqheW7gC26yF0PbNBh/ccK788mYkczmUwmk8lkMoNgllVGM5lMJpPJZMYSozmuczh5VcaMZjKZTCaTyWRGB9kymslkMplMJjMKGM21QIeTrIyOEC+omdzD45qdmHsucV8juUX+ckwjuW+vf2AjuS9/7bWN5Hj55UZir9x4eyO5X5+5cCO57SY83EhuyUO3biTHK9MaiT1/3N8ayf36uqUbye31tw81krtv18Mbyd39xKKN5Hb77rKN5J46rlljtvtvn7+R3K/mnKtnme9/Y8lGY01/8JFGcrNtsFEjOaa91Ejs+V+c1kjOzS4hDp66eCO5DaeNayS3yPRm98AlpzVziN46ZzN1YfMX52gk9/N19m8k95lrD24kl5m5ZGU0k8lkMplMZhTgV2k2/aiOGZX0dUk3Spoi6XpJbynZ9gRJO1Ts7wRJd6R9XSvprV22O1jSloM9/kwmk8lkMplMOaPWMpoUxW2AdWy/KGlhYM4h2PWXbP9B0juAo4E12sYdZ7uZfyCTyWQymUymIa/WmNHRbBldHHik1Vve9iO275O0v6SrJd0g6RhJA6IxJa0r6WJJ10g6R1KnYJ5LgNen7e+U9H1J1wI7Fq2sktaX9E9JkyVdJWleSeMkHZqOY4qkPYbva8hkMplMJvNqILcDHX38A1ha0r8l/VzSpmn9kbbXt706MBdhPZ2BpDmAI4AdbK8L/Ar4dof9bwtMLSw/ansd278v7GtO4BRgH9trAlsCzwO7AU/aXh9YH/iUpOWH4H/OZDKZTCaTeVUxat30tp+RtC6wMbA5cIqkrwJPS/oyMDewEHAjUEwFXoXotnRuMpqOA+4vfH6opG8QLUB3K6w/pcNhrALcb/vqdExPASQX/xqFGNX5gZWAO5r/x5lMJpPJZF7NvFoTmEatMgpg+xXgIuAiSVOBPYgYz/Vs3y3pQGB8m5iAG213TE4ixYx2WP9sD4cmYG/b55RuFD3sdwfYeYE387YJK/UwRCaTyWQymcysz6h100taRVJRe1sLuDW9f0TSBKBT9vytwCKtTHlJc0h6Y8PDuBVYXNL6aV/zSpodOAf4dAoJQNLKkuZpF7Z9jO31bK+XFdFMJpPJZDJlvFpjRkezZXQCcISkBYBpwH8IK+MTwA3AA8DV7UK2X0ru859Kmp/4Hw8n3Pk9kfa1czqOuYh40S2BXwLLAdemBKqHge163X8mk8lkMpnMq51Rq4zavgbYsMNH30iv9u0/Vnh/PbBJ2TZt65cr2dfVwAYdxPZLr0wmk8lkMplBM5qtl8PJqHXTZzKZTCaTyWRmfUatZTSTyWQymUzm1cSr0y6aLaOZTCaTyWQymZnJcGdu5Vet7Lbds1yWy3JZbrTIjYVjzHJZbqTk8mv4X9kyOjrYPctluSyX5UaR3Fg4xiyX5UZKLjPMZGU0k8lkMplMJjPTyMpoJpPJZDKZTGamkZXR0cExWS7LZbksN4rkxsIxZrksN1JymWFGKag3k8lkMplMJpMZcbJlNJPJZDKZTCYz08jKaCaTyWQymUxmppGV0cyoQdL366wrfLZQ2Wt4j3b4kbTMzD6GzKzNrH4NZTKZsUGOGc2MGiRda3udtnVTbK/RZfs7iO5pApYBHk/vFwD+Z3v54T3i+kj6gO0/pfcL2n68hsyM70PSH21vP8zHuIHtK0ZadmYhaRzwOgptkW3/b+YdUX/S8Z1ke5cGcp+z/eMa2w76GpK0InCP7RclbQaskY77ieGQ6xVJyzT5XcfiOT2rIelvlHTItP3emvtZFljJ9nmS5gJmt/30EB1mZgjIyugII+kDZZ+3FJYS+bcB19t+VtKuwDrAT2zfVWPs1YHVgPGF8U7qsN3TdL4BKEQ8X5f9f75sfNs/6iL3aeAzwArAfwsfzQtcbnvXsv1KOhb4s+2z0vLWwHa29yiTK9nfVrbPLfl8PmAR2/9tW7+G7SldZIqK5QClu4vMdbbXbn8/XLQd479sv3UkZJPMgsBK9D83L6kpuyGwHP2VygHndZvM3sABwIPA9D6xzhOfgtzKwJeAZdvG26JC7jXA9h2O8+AKucuALWy/VLZdB7mrbL+5h+0bX0OSrgfWI/63s4C/Am+0/e5hklsE+AoD72Udf4Omk7rBntNJbkkGniul53X6/z7FwHPlExVyTc/N8cBuwBvp/312HG8Q9/nSe57tazvIbJrefgBYDPhNWp4IPGj7/8r2mfbxKaLY/UK2V5S0EvAL22+vks2MHLNXb5IZYrZNfxcFNgQuSMubA/8ESpVR4ChgTUlrAl8AfgmcBGxaJiTpAGAz4gZ+FrA1cFmS7YfteWv8H51oya0CrA+cnpa3Ba4qkfsd8Hfgu8BXC+uftv1YjXE3sP2p1oLtv0v6Qe2jHshxhJVoAJJ2Ag4HHpI0B/Ax21enj08gJgcdRbu8L8Nd3lci6Tu290vvS5XrLsc1vutWQywr6ZPAPsBSwPXABsC/gNKHaJL9NbBiknslrTYdzus29gFWsf1oL8cKnAb8Aji2MF4d/go8CVwDvNiD3O3A5ZJOB55trez2wC9wuaQjgVPa5AY88BODuYam254m6f3AEbaPkHTdMMr9lvi/3gPsCXwUeLhk++K5uUKN/XeS6/V6aIUY7QzcRP9zs2qS9VfgUuA8ejvHmp6bvwZuAd4JHAzsAtxcsn3T58Nh6e94YhIymfiO1wAmAQOUfdsXA0g6zPZ6hY/+JmlSzXH3At4MXJn2eZukRRv9B5lhIyujI4ztjwNI+gewmu370/LihDJTxTTblvQ+4Ejbx0narYbcDsCawHW2Py7pdfTNMktJF25xxtzR5WX7oLT9JcA6LTeIpAOBM0uGGAc8Rdw02sdeqIZCep+kb9D3/+wC3FcmkB7uHT8CXlsiuh+wru37Jb0Z+LWkr9n+M+VK5lyS1ibitMen9zO276IkrCnpqbTdXIX3SaSzhTrxrnSsAN8H6iijsyUL5WyF98VjLPsdBiO7DzF5ucL25pJWBb5T43ghHmqruXcXz92Ectgr02wf1UBuKdvvaiD33/Sajd6UgLXS36Ll1XRX8Hu+hgq8LGkioRS2JttzDKPca9N9b5+krFws6eqS7ZtO6gZzTgNsR0x4epl8AMxt+ys9ykDzc/P1tneU9D7bJ0r6HaEMd6R1n+8V25sDSPoT8XyYmpZXBw6sEJ9H0gq2b08yywPz1Bz6RdsvSfHTSZqdHif3meEnK6Mzj6VbimjiQbpY49p4WtLXgF2BTSTNRr0b+PO2p0ualtzMDwFLlwlIei8xm10ibb8sMWN+Y8VYrwOKbsWX0rpuXEPfzaFdoTPV1oyJhMv1z2n5krSujI2J7/CZtvUiZtHdGNf63WxfJWlz4AxJS1N+g3sA+FGH99BFSbA9rvQ/GHrmJ36L1m9QVJCrfofByL5g+wVJSHqN7VskrVLzmG8g3Hf3V20I/VyMtwMXSTqTgqWyxMXYSub5m6TPEOdaUa5KMfmnpDe1HsB1GeyDvweK11DLeld1DbX4OGGh/LbtO5Ki8OthlHs5/b1f0nsIpbks2arppG4w5zTEOTYHvVnCIe4n726FTFQxBOdm6/t8IimGDxCeu6pxe3LvF1ileB3YvkHSGypk/o+4Xm8nfo9lgbphWBdL2o/47bciQsL+VlM2M0JkZXTmcb6kc4CT0/LOhFumip2BDwG72X5AkXF9aA25SZIWIFw41xBK2L8qZA4hXKbn2V47KV6l8ZuJk4CrJLWUw+2AE7tt7EEmGqWb7T49il0BPNdyAxWRdGuJ3NOSVmzFiyYL6WbAXyhR0m1v1uPxIWlu4GXbL6flVYB3A3cmS2wZiybFS4X3xeMZoHTZXq7XYxwKWeCedG7+BThX0uNAaQy0+hIb5gVuknQV/R/A3RIbWtbF/6XXnOkF5ZOJ1oSppZh8qfBZV8VE0tT0+ezAx9PD9EX64q+7JedtBKzQin2V9Af6FK5v2b6gi9xSwHK2L0vLnwcmpI9/Z/s/HWTGEW7ynhKlWti+SdJXSJNp23cQ1viupDG/XhyzjlziW5LmJ8KUjgDmI5SVbsfXaFLX9JyWdATxmz8HXC/pfPqfm5/rIteK1Rewn6QXCUWxNFafhudmgWOS1febRGjVBGD/Chno3b3fYoqkX9LfCt8x1r6F7bNTrOeqadUtPVicv0oozVMJBfYsIrwtM4rICUwzEUUy08Zp8ZIaCgaS5iEsSa8oAtZXBf7eUlhqjrscMJ+7JNsUtptkez1Jk4G1k2V1su01a4yxLrBRWrzEdtdYMEmrJmtYx3jLbnFuGqJMy15QxOo+2/5QV8SP7mT7t13k1gfutv1AWv4IkdByF3BgJ+tFCnfYLcU4vZ6Iu/0tEfd7te2vtssUZA8o+z86WdwUGadP2H4yLW9OTCTuBH7mkiSawci27WdTwiJ1dsV4pTHSnSYZbfI72j6tal0HufG2X6haV/hs2Yrj7Kh0JwVmb9s3peWpwMcI1+R+3Vz+kk4Gfmv7jLR8K9ECcW5g1W4KpxomSiXZbYEfAnPaXl7SWsDBVdffYMbs8fgaTeqantOSPlp2PLa7TszHEkpJlUoVT9I98FLbG1TIjQc+DWySVl0CHNXpGtIgE37TPmY8M9PyOOA1tp+rks2MILbzawy9iFnw3MCSxE3xNOLhUyUnwqq5f1peBnhzhcx5xCz5CMKC+xPgnzWPcxzh3l+m9SrZ9pj098IOrwtK5DZNr58QCQ3bptfvgB9XHN8GDb//pnLXEtmcEDfh+whl9BDgD11kphbeH0I8ACEseVObHEfFMV4JLJHerwU8QlifTgR+OVyySWYj4OPp/SLA8jWP+ft11nX6PeqsG0K5X9dZV/js6rblPxXeX173+IgY8db7S0vkTgKuJqxjn2+9av4G1xATiOJYN9SQazQmsDJwfmsMIgHmGyXbX0KU9QF4PfAYcU87H/heidxgz+l5iLCe1vI4Ih60Su79wPyF5QWIygZVcnsBCxSWFwQ+U0PudUTS5t/T8mrEJLhK7qrC97s6sDBwe51zpu4LOL7k9aua+7gCmFBYnkDN51h+jdxrph/Aq+0FPE0k67S/ngaeqiF/bfq7N/Dl9H5yDbmjgJ8BN6flBdsfeB1k5kk30NmJJIPPEckDVWPtnW7cNxLul6nAlGH8TifVWdfpe0zv/9XDWE3lJhfe/4ywhraWr+8iM6Xw/vLiA6nqNydKw7QewAJ+RSTsTCGs3FXj/RD4QXo/W9XvN0jZA4gYrn+n5SUoUbi6/R6djqXDZ1sTisiDwE8LrxNID9cucosB6xJuyLWJqgnrEBUqbun1ONN1dVPJ9reVfPafks9ualteqPD+5orfYMCr5m9wRfp7XZ3fYLBjAhcTcd3F8boqvzSc1A3mnG59LzRQgjrdD4r/6zDI/R3YiXRPIe73lZNd4JPEc2RTIj72IWCPst+BuP90fNU515q8unwvA9bl18x95ZjREcbNyya1kKS3EnE2rSz6Op203mJ7HaXSKbYflzRnmYDtZwuLvbiW9qFB2Zzkuu50HFVleppkWjYt29JUbpyk2W1PA95O1L1r0e06nCLph4QV9fXAPwBSfGUV+9BXnWEiUUlhBUKR+il94SFFiv/bFsDXABzhGVXjDUb2/em4rk0y90kqvU5UqE0rqRhuMi9RIq0b9xFlZN5LWPRaPE1J3CERF/cxovxUMd72afqqFnQ6zq+lz1uJMxDf1UuE+7wbt0h6j+1+VSgkbQNUxTSvbPvf0Je8oqhQ0LXItxsmSiVulPQh4hxfiZi0lv0Ggx1zbkfyYHHdtLKhCu+3IMXYOzKsp3cWAQZ3TgOMtz0jQdL2MylkoIpO9/M6z+pxkuSkbSV3dOk9PrGw7VPTuYqj3FbX0lCSbiK8Tyc7mndcTL2SWdvU2KbbmPMTk5WWa/9iIhSkTkWMZyWt4xTulULInm96LJnhISujY499iJvin23fKGkFwp1dxcvp5tS6US1CX7Hvjqh/8fs5iczQZ11eUgial81Zv/B+PKG0XUt1zcgmmZZNy7Y0lTuZyOp8hLgRXgqQYkG7fVefIn7vZYB3uC/GaTXCUlPGNPfFEW9DdLZ5FDhP3etHXiDpVCKbdkFSDVxF2bGquL6W7P0NZF+ybUmtc7NOyZZGtWltTwYmS/qde4izdsT5nShpe9t/7EHuu8B3JX3X9tfqyhHn9JmSdqAvi3tdojZx2UP9ACIb+9ttcvvRIcmvaaJUG3sDXyeSdH4HnAN8q0oo3YO+zMBs7Kr6so8ouje1zpcdKK+m0JrU3Utvk7rBnNPQXAmaJOlHhAcFwv1+Tcn2Lc4BTpF0dFreAzi75nG+lr7vcwPK798TgQ8C/5D0KHFv+737V4cZgAvx0YrSgq37/VW2H6o4xl8RlTN2SssfJlz1pTGliX2B0yTdR9yrFyMSgTOjiJzA9CpB0i7EBbgOYeXcgYizKk3YKMgLeB8RM9k1cSZtexxR+L5W2ZyS/SxA3OQq6zMqOtzMyLQkYqceLNn+TkIZ72TisO1u2dFN5ZYnYrMWB/7RsjorktAmuHsxchT1FH9Sta7t82uJouCPE0lSW9i+MX12s+0BpVTSb7wzcbM+zfa9af3awKK2zykZryW7OHBqj7JfJLovbUUol58gMr+P6CbTYR+1auEWtl8pjdXexafSwqMoJ9SuQJV2UkpyC9JDl6l0Tu9CX5WGG4nvpWOyVEFudfqUPIiH+KG2b+iwbaNEqaFAUWv5FOCLFIrXu6LGZpqAH0Mo5o8DdwC7uHsy2FyEIr44EWc4Oa3fEFjRdsdyUoM5p9N266X/r58SZLtUsUyTsW8CWxIK4rlE+atnK+REKKBbplXnErGtpQXwFYmjRxBxnzcQMds7uCLBNcluQHxH2xP1cH9n+9gKmZ0I6/RFxPeyMfAl238okbne9lpV60rk5yCeSQC39jIRzYwQMys+IL+avYgbxaFEeYoLWq8KmdmIG/eqxCz7s8AbGo5/XY1tGsefte1nDuLGUXf7BYjQhfOB+2b2b9V2bNekv+c3kO0UF1n6OxDWs3sJK+exhfWbAmeWyI0DLhzB70VEvdut0nn9Q2CrHuS3BW4jugzdQUwUbqwhdxlheZ9CWNIPJNx+VXK/ICz1d6fzeipwXA25T6ZtHyc8Gc9XXbdJ7vPAkg2+13VqbtcoUapN5lwGJs6cU0OudU1M6XY8Xc7PH6b38wDz9vCdrNth3TaDPYdLjvP/0j1s9fSao6bchQ3Hq4xdLjnO2YnJS63j7LCfzYDriALzVdtOJpT51vIiVMfA/wvYqLD8Nipi9okJOIT1dMBrOH73/Gr+ym76sUerFd421GuFhyPG6WeO3ua31B1I/ctqzEZ0uym1yqTxDkryE9Jye2H5buMVSzXNRlitTq2QmYuw2H6IiDuclyi/UtpyT83LtjSSI1z6+wErq0NvZ3ewGiu603wIWF79O0bNS2QEd8X2Gcka+xbbxW4qkyhxUTlKhk2XNL/rxWO1H/MHiFqRixKKZmmNRNuWdJbtN1GvS1Q736JZLdy5bJ+fYuzuAg6UdA3V9RU3dJSxmWL7IEmHEeECVexDsy5T8xLu0MeI6/40l1j8CxwmaTHgD8Ap7mAVTSxQXLBdvObLGlUUWdj2E4V9PK567RZ7LV7fOj83Su9LLYUdOFbSR1rfRbq+9gXOKBPq9ZwuHOdE2z8mrI21aHr9JblbJS3jCq9AyXHeWFcOaJWrm0hYRe8Ajiaqu1Qxm/u75R+lOu9hT+AkReyoiPvfxypkNiWMNdt2+MxUt97OjCBZGR179NoKr8X5krYnLB91YzOKF/E0QuF6X5VQchP+mvRgUcRJfsTJTVxCMQ5yGnCX7XtKxvkd4eL5B+FmuoDINL6o6hgJJff9wJOKuoinEW7btYCfE5asoZT7IKG0zk79to7/JOLVFqavrzNEIkqlC82RoPFTQklvravzAH8GmCrpXPr3Ne9YrLuNHwDb2q5T/LrFtZLWt13nPG7nZduPSppN0my2L5R0eA25FxXdy26T9FnCijyhQgb6Yv6ek7QE8SBdvIZcoy5TaWJ3kKQ1iEnExZLusb1lhdzmSRndCTha0XXtFNvtsZxNE6WKTC8qQWnCVuce01Px+gLXpcnZafQ/P6uUix2APyiSrTYGPgK8o8Z4Tc5pgMslHUlMIorH2TUkJ9H0+luQSCa7qk2uqt5yT8cp6TvEufgY8HvgbWX36Q6crYENX0q7TTlCK9ZM5zG2nyrbPm1zQLrG/2671KiRmflkZXTs0bM1IbEH4fKbJukF6s3uP97wGI8h6gVeCCBpM6Lz04ZlQi4UKpe0MPGgL2M1wu15M1G25hWlJJgazGW71Xt7VyKW7LB087p+qOVs3wp8P1nU6ljSSBa7u4C3AqQbceuanY8K62iiySTkTzS3GjzY4KH9FmAXSXcRD8PWudmxO1EbTyQL/CXAbyU9ROGBWsI+RL3ezxHlfrYgvAxVnKGIZT6USBAycW5X0XOXqTYeIkIuHqVGq0YAR4OFn0q6kIgh3Z+BiUVNE6WKfB24TNLF9MUA7l4uEtb79PZJYPOaY0HE3D5K/xa6lZYu27dL+iDxG/yPSAqsk1DU5JyGmKBCdCcqHmdVglbT6++bDWSg9+N8AXiX7duaDGb7S8na3GqKcoy7NB9QNFSY4r544H2B7dO9Yh9H166ysaZL+jIVHrbMzCcnMI0xksXiUiLOrmVNOMj26aWCvY/zPuIB1kp0mUTE1F1W5UJShy5NndYVPtsA+B6hXB1CWFUXJlw3H7HdNSM0uTsnErPrR4gg9dWrXJmSpibXcCvZ52tOCQlJYezWprGRXEH+NYRbazkKk0GXJMBI2p14ULxAX/KUXS/Z5mkitm5akq+chAwGST8hEjX+Qv/kta4PV3XpUuQuCSltsvMQ1srZiGSf+YkmED2VFWtC+i3H9xrOoJpdptK2nyGsm4sQlsBTnZKNKuTeQFwTOxDXxSnAH90ha1kNE6Xa9rEwES4BEYrwSMm2hxIejKPb1u9BNDsoTZDsss+ulnX1tWRtsSihAL8IUHKtt0IWNqXHc3qwKMrurZwWayfcqPcs9a77qXEP3Yu41p5IywsCE23/vOYYCxMTl/+5S1KXomzbBrafS8++HxH3+7WBHW2/s8Y436PvGihafutM5jMjRFZGX4UoyqJMJG4cA/qpK2o47kYoo5PS6vUIq8pPiCzbjoplkv8zYWVpZanuSiQPvL/L9pOI0jPzE1bVrW1fkRTNkx2xrnX+r3WJGMsdgXtsd7XEJqVpccIN/l5gZdsvK8q2/M32ekMpV5A/m3gQXgPMyHK1fViJzG3AW8se8ENBh4d2P+pYKiUd31nUn6h5DPMQYRATbb+njkxBdmHg0TILcNpmL8Ki/ivCwrkxkQn8BXfo3V6QXZYobfZImkBtRChVf+nhGOcmLPp32S6N9U7bf5dwr19fd4wk9y/ChXpawZJftv3n0zj39jJOQb52pQBFbO567b9T8i5Msb16zTFXI93HiDjubtdsx8lO4Ti7ZeF3OpcLYuXntBrWxkyepBOJsKhWgt9Hu32fBbmes9Tb5BcgJsofIhJcl6jY/noPzHC/rtv9WtIZwFdt35Dul9cSz5cViCTLwzvIzDBiSPoVoZh/Py1fa7tjC+m2fXSyntaazGdGjqyMjhEkHUG5olAaT6SIb/sgceN+ExHn+CfbUztsezMRB/RY2/rXAvcA/2f7FyVjLQgcRDysTVhyD3IUSO60/YybmtrKDpXd3ErGF7Bx2c07bdNz2ZamcgX5G+o+bAsyZxPZn7V7KSvKtXTFHeLBmj60B0uyAr2HeAi+E/gjcW7+rUSmkTVdUU5oEhG3+3aiVuHfiAf3LrY36yL3TSJhwoSStyXx0H8LkQm8bxe59xJNBh4DvkHUjnyQsIx/xTX6lKffsnUtXd7pt+siNydRQcPEQ7yrFVbSAYQFttdEKSR9kgh7WIoIVdmAyHTu6OYtuwYk3dhpglz4fDn6FNCXiUoI69m+s8ZxbkBUWng6Lc9HKF1XVsk2QdIfieSl1m/8YWBN908S6yR3DfAhR2gPivJvJ9tet0JuMlGJ4qG0vAiR2FdmOOiaAGq7qg71VGCN1qRCUcd6Srffr/jbKpI5V7X9EUWDi8s7TXaTZXRD4DkiSWp725PSZzfZXq3sGDNjhxwzOnaYVL3JQJKLdyLRy/5UwuL5V1d0P+nkwnAkitzVTRGVNJ4otfIwEYvXWr8o5cWeize99u3KrFylCjolGfXpBvr7DuuvK9lfY7kC/5T0pk6TgBK+luSupL+bsGwC0tXSSvd4sMVtX9HDcc1A0pdt/6Dbb9LpWCW9gzg330GUOzoJWN/1YpWPpM+afgFt1nS6F/t+ne390qTiLtuHpvW3JLdjNyYSIStzE/GGiyXX4eyUxxgfkv6/+dP/uIYjdnFRogRZqTKalOCd6IshPF7SaR6YiNQu924iu/m/hJVseUl7uEu8shsmSiV6rRTwvKSV3BZzqKj92vU+kay98xHX3/a2b5N0Rx1FNHEUUWe5xTMd1nUa90QiPvGJtLwgcFgNa/+KtrcvLB8k6foaxzlHSxEFsP1vRZ3MKnrKUtfgEkAhrrFeiuwXQw3eToq1tv20unfCOpy4vp4i8gJaiujalDc6QNJbCE/bikRZtU+4WexvZgTIyujY4RT6FL0ZpNlv1zZ/xEP7X8RMu3UhV5nDn5K0plNx6MJYa1LemeOnxM2oPZbqbcQD+dNd5NZUtEoUA9smlrXcbCnobyNcn6ek5R2Byrg6mBEX1lPZlsHIERaujyXX0YsFuTIX+NHEg2IqFV2zWtjuJSGkxc9JD2ZJ/7L91h5kW993L5Omswmr+UZOiQiKMIg6zG671Unn4JYS7chSL5N7JW1nRZWHImXf7QvJsviSpP+2rNSO1ollcZ/TnVpzJsXp9iT3kKSyFpYtdiWsaS+kfXyPeDhXdTj6EbC5U9iBIjTnTKrLUPWcKEXvlQL2B/4u6Vv0dRZaj5h07Vsi9yAxqX4dEUN7G/Wy9lvMaJUJM5Jb6jwD1/DA0lV1vDXPS9rI9mUAkt5G/Q5MvwR+k5Z3od511WuW+mASQAG+QiSqte7r5wK/LNn+bkl7E961dUiKa7LOdlS2bf9KUVVgeaI2cIsHgKpJ68+IhgqXECFVhxOel8woJCujY4duit5GlCt6ixPKWavu4Kl0ufALfAE4XREzVXxYfJTyGo7r2h6QRWv7z+nB0xHb4yqOp5vciTAjxnUjR993JP2C1G6zBk3LtjSV27rH7SEsJQNqk5Yh6Tu290vvt7Jdp4ZnUYsrmwR0YgfgDNsnSvpoHfcz8UD6INGi9HbC4lX3XGhkTSd62Z9O/K+t96Tl5UvkFkgTEAHzqS+5RYTVsxvF9rHT1b99bFVtRYhqGePpq+/7GqIMVRVPu3/86+2UTFo1MFHqU66RKJXoqVKA7b9L2g74EtFKFMKdvX2Zx8D2doo4zA8QdWFXIn6XN9u+qsZx3i7pc4Q1FOAzxPdSxWySFnQKM5K0EPWencXamBCKX52KDZ8m4ppb3oRLiYliKe4hSz1tv5b6EkDPS5OzeVUjeSnJTyeaQPwifSdLubzb025EIuaWRCeqJ9L6DYhwmW7j3K2+WsStdaVW0cRshfveaZJ6acebGWFyzOgYQdI13WKGquKsCtstRcyWJxIZ1n9uKSwdtl2MuFm39nsTUdT9gZL9d2wzWfVZ+nwcEc+1ardtSmRvJRJ8HkvLCxIuw8o6jpIut/22BmP2JJdu1kVMJF1UXoCKun53ErGNRTd912xQFYL7VT/QfzLRSWU2whK7GQUFdajHa5PfkL4C2pOJc/OYku1foa8M1FxETBlpebztjhMuRSZ7V1woL9YmV5bM0rUMWrKAm/6KfkGsa/vYVrjDMoQL/Ny0vBWRJd0x7rCgJG9FxFOemuR2JLKWP9NFrlGiVIf91K4UUJCZx70XsG+F/+xEnDfL2F66xvY/JUJUTIRJ7OuKjHNJHyFCQloF3Xck2nN2bCOaZNYCXk9UJrgXqmtjpuPbL8lNBb5bJZPkViJqNLfc0V90g0Q09ZAAmra/iLA4zk4YLR4C/mm7Tq1Y1ENTlBQqcaR7qEWcJrhfLKz6YXHZw1gNIdM7WRkdIwxG0UvbvMb2i4XllYnZ6SFDeIwXE9mbV7WtX5+Isdqks+SM7f5K9Mmu3UEkyX2caOd4IfHQ3wQ4sI51Tg1KETWR66KUTCAUr0+6JO5NDbJBGyqjd9JXOmrYx+uyn9kIy8kHXTMDv8f9n2/77ZK+74oe6EM03kaOcmjj3VuppDILmm2f1EWucQa4ekyU6jDBah+stHSOpLcCxwETbC+jCAPao5vC3EF+7la4hKRlPQwJdul83AB4gr446wvKrMaS9ic8SNcQCW7fdUW/9iR3dpK5hKjxOqHbJKdN7lIi3voSolHJht0mK3WQqhNA03bXObqefRJY2lFkvk55u2JTFBEdBEuboki6hVDSa9ciHsy1kBl5sjI6RhgCRW+AgtBNaVD3Ej+lNwBJbyYsMSfQ373/EUK5KM1alXQJkdHZaweRliX3Lem4ryqz4LbJNSpF1FSuw34+AOxu+129yNXY7z1E3KCIwub92o26Q/vRQY73EOFmb1Ub6Jfk5ZJkK0Ub2JOJxLpaFrKmipCkm4guWccRViC1yXXrOlMaJtHt+2x5NAajoLftb2niWjq0cuOBsmW1ONsTpbYjMuq7htc0tfoW5K8kwjtOd6qYoRrVJpIV/Zf0qMSmCfhRRBLb6opkrfeW/Y9J7jr3UNFD0o1EIt5zigokZ9tev4Zcv1rMPUwi+5VY6kFusBVaphIhYicCX7d9dU1l9J9p+2JTlO90ssRKOovw0HU8zuGYgGRmDjlmdOzwJeBUSSfQQdHrJpSUtCWJxKC16XtwzEdkBneibueVfti+SpHB+Bn6+gbfSPRHr1N8uWkHEYA3E5mhEDeurmWBitSxPAylXIf9/EnSN8q2kbQj8UB7Om27DnCIyzP4j6Wv7WjxPXS5satBOagCXyq877Xyww8JBfa7ita2vyfiT8ssiddQoggRtQs7sT9xni1Fm4JOedeZui1c23lZ0jHAUorWrP0HrNFiVZGkuCPhjl4C6BoH2EG2Xy1O4p7RiZ4TpWyXxdjWwhEPWFxVFnPY4sdEIsrpaR+TJZVOxhPHEufp0UluiiKjvCoZrNcuZi+6L8Ht0WRdrYX6xxSPKy6XWJrHt93b+93rS67bRhVaChwMnANclhTRFYiksirmaSmi6fguUtQX7sTxRLb/icAPXLP4fxFFI4DvAEvY3jpdE2+1fVyv+8oMH9kyOoZIMUV7AS3LwQ1EHGdXRS+5+z5GPISKN5+ngROq3NFjgfTgXB/4bVo1EbjaXeJhk0zPpYgGI1dyHBOIm/laJdtMsb2GpI2IB+ehwP6231Jj/2+zfXnVurS+9YAYT5wvk4kH2hrAJPeWXd8zirjhLYBPEe0Gh6VLVBrrmx7CEJWScRYmwg6+TyjC/XCXUBJF7cUPENbblQmL5c62l6ox5nL0WIsz/fbvd1/5ogUI5auqdWVLvpU4Y+BS12gEIOkPxITgSMKrsU86zq6T6yR3pe23FC2W7VbFLnJX216/TW5A4fYOcq0uZq/Ql0jmbuenpCfoKyvXKj4/w+XdzdOjhmEyheu2E+7hN6wdwzkY1HtTlAnEBPJdSWZG8mIdD4+kvxNK7ddtr6mooHCdCwlRmZlPtoyOIZLSeYCimPUbiIvyiQqZE4ETJW1v+491xkk33zI3fbebcCP3fkF+A6Le3RuAOYnM6mdrKCXvBtZyKtKsCHa/jkgG6EaTUkSN5bq4eRckEgCOrBBvWYveQ2TInqmS6gRtHMHAOoqd1s0oByXpT8A6TpnNKcbrwLJBkqu9zOVXGmqhKO+yLWEhXYfq+puNrLgFuTM77aNEboBVs02u4yTE0TXr94q47smdtunCQ0S4yjeIyYoldXxYtx1nT7U4C5OqJ4EbFWV0ZiRK1TlQST8n4vlaJYX2VFRwKKvbCpFt/hPCc3MvYQGrkoEoEbQhYEX9zX2I8kRVPKIocdUq0r4DFbUqAWz3ahV/X9vyD+sI2V6ux3Fack3KuM1AbTGckkpjOIdgQv4JoilKyxByaVrXjZeIsK3XEB6KWuXtCixs+1SlbHpHObY6FvjMCJKV0TGGeixmXeB8ST+iRmu6BjffFo3c+wWOJEIOTqMvBGHlUok+FiC6x0B5qZ0WTUoRDUau/Ts1UStvV1cXwL9XUVh6K+D7il7ipa4/RXLIhsAibYrwfFSXT1qleEyO9n2lCXLUfOB2QtKpRJjF2cQ5cLErur/QrKj/YOQ69s6uovjAVof6pyUP7q8R18LPgZMlndJlu3Z6rcXZmlRdQ3/3/0UVckW2IDoZtf7PE4nwnFKSor5LzTGKNFVi9yKKoK8q6V6io0+t8RWdtFr3zotsn9FtW3epyNALkpYkLNozntGuSChKchsS3b2Kch2T3QocA3y+LYbzWOL+0YmW4t/Ize8okVXLgyTpXYT1/HRigly7C12BZxWxu63zcwPK62VnZgLZTT/GUGQVbuO2YtauKImkhq3pkuyi9O853VO2e10kTbK9ngpB8KqRPCBpItEasphN/1XbXR/gapj93VSuIL+j7dOq1rV9PjfhopqaLF2LA29yKvreRWZTojTTnkQtwBZPA39zW/ebNtmTCUtEsej2BNsTS/+5hkh6J9G2cJazVqg8K76rm74gvwJ9bXxXInqd/9mpkH4XmVYtzpbMAsA7Xa8WZ2sftROlFD3H93JKJlG0lT3S9rYVcp2szU8SISF/rXusvZLiE2dzagtaY/tOYUCTbHesW1niIQKghofo+4SH4Cb6vCKu4V34NVHe6fo2uapEpAEhDnXCHnpFfTV9O9Lp/1NUCtizm5W25rjrEN6g1Yln4CLADranNN1nZujJyugYoxX3VFgWkT1emq3ZKTaqKl4qWQMOI5ImHiJm6je7e+/hRu79gvwlRHzdLwmr4f3Ax+rcFJOC1voOKrPpZ6IyWruqQQfZuYmuKXe5rRNXicyyBSVhNkKprKp3OJ4ovN2yBF0CHOUapYkUNQ+/m46zOIEZEO8maQvbF6ivNmY/XCOeWVEDspNslTWo5Z5sP85SuRSf18k1WSsubzCk451IxI6+vqbM64gs+Q9SUYtTHRKlbH+x2/YFuYuJa+8q4rt5M2E1exJKYySPAValr37n9oS18rXA7bb37SLXsxKr6Ai1exoPwrp3TJlSX5CdQv8woHFEzGG3qiLLprcta20xNtK2v1ox3q1E16cXy7brIHczsFrLQt2DXK8xnD0rlUnuYeBuIpzjShhQyWLQFuVuKOJEV0lj3uoGiVCZ4SW76ccIhQf2JEW5i2Ix6zqFgJu0pjuEqLF3nqOe3OaUdGAahHu/xYcJ9/NniXJESxMPqDoskv7ODmwoqUqZaWU3iw6ZziXWhEZykrYmYluXbJOZD+jYFjJNBn5KhB98g2hv9yCwnKSv1AwR+K6kPQlLydVE96CflFm8ktL54/TqleMJ692Pgc2Jln3dQgo2JYrrd7KgmYHdxjpRnISNJ3peX0vUXeyKpAMIy/FqRMvErYl2g1VKbFE5G0+cn5VtPZOi9xUGKr91k0vmI7oxHUZ5qEE/HJ10jgCOKChJxf12SpRa3jUSpQoMSMyqyRrA21oWcUlHkdrDEsXbuzGezkrsmpI2b1diU8jKn4jwpmOIa3dt4CJJH3BqJVvBAtQMAypM/rZq8+p8RdK1QKkySnSFmoNC/eKa3EDUPq7TnahIrzGcb6VEqSxhMSLUaCJxvp0JnDwYq2cZ3Sa5wMo1ng+ZESYro2OH4gP7QeJBDlEweK4a8k1a073sVJpE0my2L5R0eN0D7tW9b/suRSLL4rYP6mGcXxEPthvpC26vUmaaliJqKndf2v699I8/fJpQvDtxCFHHb34iBGEN27en7/V8KpJ8EqvZfkrSLkRf8q+m8bsqo2miciADY9ZK60Ym5rJ9viSlh/KBkq6hcyb5AenvgDJZilI6ldjeu7isyAL/feet+7EDsCZh4fp4siD+pkIG2+2xo5dLquP+/i1wCpGEtidx7VVatyXtQSgKL9BnkS0rXdWSW5k4V/v9hgyMiW2UKFXE9sVJ0V3J9nnpGp69hht8QaLxQyt+bx5gIUeP9DJFrFcldn9gou2LCuv+IukCYuJU1aL3u8B1ySo+IwyoQiYdWl/lCkU8Z50yT88B10s6n/4NNariLBcGbkrnY1Gu1L3vFMOZJiZ2dTZ9I6Uy/V5nA2cr4t4nEhOCg2xXJXE2oSxMpO5kNzNCZGV0jNDpgd2j/GTCcjBfWn5K0r5AWdzME4qyGpcAv1UUNq8sSt7NvU9fa9FuctsSiTBzEolZaxFJVlVF7zewvVrVcRVxX1/7jjGcwyA3GZgs6Xc9uIimt9yIiozo29O+HpJUaY1LzKHION6OiON7WR0Sado4jlCQr6Fe3cciL6ZwgNskfZZIMJnQ4z4gLKu1qj+08SzlPeZbPG97uqRp6Zp4iLDEl6L+xfZnA9alXsLca20fJ2mf5I68WFFTtYovAqs7kn164TQiVvhYyn/DpolSM5D0KcIFvhARs7hUGvvtFaI/IJSui+hT8r6jiOk8r0SuVyV2xTZFFJihRHdtOVvgXCLhs1Wj9StVYUCJ3YBfFQwAT1BucWxxenr1yoENZJD0JsIjsFBafgT4qO0bOm0/GKUybf+eJLMc4fmpXTe3Fwb7zMyMMLbzawy9CDfor9pfDff1v4rP5yEeuLMTlpzPEQ/Vqv1OJuK+rkvLmwPH1ZC7hniwX1dYN7WG3HGEBbDJd3BtnXVDKLcNUXbqMeApwjL6VMn3uGD6LlvvF0qvyTX/v88RCuFZxAN/WaIOZJnMlYM4P9cnFIWl0rn6J2Ky0Ot+7q653d/oe3ifQbg4v1dD7ueE63VPIuP8OuD4GnJ3FF63EZncG9WQuyL9PYd4GK8N/LeG3NnA3A2+v2t63H4FohTaVMIK+xVg5Zqy1xMTyOsK6yqv27Td4kQppPcRRcnryOyWvv/jiW5vtxNdteYBDu3luyi7ZgnL2sOE2/sewhrb5JqYH5i/oeyChEek7vbLAlum93MD89aQ+SeweWF5M6LHfJnMa4jwjtOI8J9vAktWyJxEhNB8i5hg9fx9NH2la+7LhJV8f6JO84iNn1/Vr5zANMZoc1+OB94P3Ocei62nfd3tLgkNKUj/PDeoYae+rPjJwNoOC1SdotRX2N5A/YtS12kvtymhjDxAuKcq65oWYjh3ItynLeYjFNs3D6VcQf4/xE18qisuPg2iV3zJPgV80iW9shXZw+MIRbLo7ivrwDSkSPqf7WVqbLdpYXEakdx1T49jLQfM55LsWknLeBBVJCRtQ7iSlyZiOOcDDrJdagFTdNI5nojNq+2ylXQgYe39c5tcty4+RdmeEqXUVoRekSxybdV1m2QXJDL+i+E8dUoYLU4kSkE0uLivZNtWq9oBHwE72X5dF7kp6fNbFJ3lfmB7007bdpFv1PknWYrfSxgBriF+x8ttl7akLVqoba+oSCb8he1SC3Wne3PZ/VrSSURm+lnA793FgtpBbjp9nrXiva9WgmtTJP2CUMw3J5JjdyCSXHcbjvEyzchu+jGG2wrXK8rwXNZ0dyXjvCJpuqT53aEWaQU9ufcVCVl7EUW3P0S0wVuJsOr9s8Z4xxHJT1OpXxC5SQznYORa3A3cUKWIQvMi2BX7tKIPeVdllOiGA/1bR5ruNThnoB6yzVXeJKGjglCQPcH2xxyu1o+6Zr1XlRTLl7ROicL9F1KjAEl/tF03sQ4A99WlfJJ4KNblaCLJq5dzG/riwYsxzl1jTZNr/HlHxvhLhPJbN277Ykn7EW0otyLaAVe245X0SaJg/VKEdXUD4F/UOM8I6+39hBL7ekmvL1Fiv9RlPZTHfU+zfQuA7StTTGUvnEDq/JOW/01MYKvaUM7vCKP6JHCS7QOSYlzFXoSCfmU65tsU8eVV3J7uCcVs+ttLtt+VuJ/vQ8SattaXKpW2a7dFHWI2dHSwm2L7IEmHEfHzmVFEVkbHPisBXW84Ki+3VJX49AwwVdGVZYYyWcMK+z4iU///iBqV8xN9jLtxPOG+/DUx434R+F1aV6dl48NVFqZ23CyGs7FcgS8DZynK4RQtVgPa2pUpTkmmq6Wy5OFVquhJWpVwo13pQiJDsgjXoZds88E0SShabfahXjIX9M9EX5f+E4oyhbtona5tkVaXLjUzBqy+luaosoh12W+duNkilwAbJ0vlPwjX606UVM8o8BXCTT4V2IOwmP2yhtw+RFjHFbY3T+fed6qEelVi605UOrCo+jeM6Lfc6Zpto2nnn9mT5Xcn+hTZOrxo+6WWcpgs1HVcn8VselORTT8TlcqmtKrGPCdpCSJEavGZeDyZDmRldIxRUC5FXxefr3Tb3oMrt/Qnesw4TO79M5J7fzo1lATbpyn6Bxf7D7duonsRHTjKuE7S7whrTFHBq3Ps75R0CH1Zx3VdRk3lvk0o+eOJOLsymnYLglA430lUTSgiulibJX2O+L5vBlrJNq26jd+mhjXBPWSbO6onNA0HaRRfVBwnuZXrjusu76soWt4OIrK3e+HvknZn4Lld6m5X1KT9PFFbdPfkaVjF3TsHyfZzknYDfu5o9zi56uDS73ejo+lGmbW9Ey/YfkESkl6T3OGr1JDrSYlV81a1x9K/c1r7chVNO/8cTEzEL7N9taLxQdcmFQV6slAr6gnvSbRynQp8oeEEe7RzhqLKxg/om3zWmSxlRpCsjI4xBqlc9jrWiYoyLcvYvrWmTFP3frH/8AR6e+DPRTyo31E8FOop0odTM4ZziOSWsL16nQ0bKGhFziAK3F/f/kGKSevEp4hi18+kOMo/SFrO9k+oWUtQPWabD+J8aVontt9mPYy3pqSn0nhzpfdQ7ZqcMRmTtG8DK12r61Wx209laSfC23ANfS0d7yWSTboqo4p6nLsQCUJQowxR+v1uVbOY2nuSkvAX4FxJjwN31ZDrVYlttar9AFGWqFXCayJRJq8j7qG8XBc+T8SyryjpclLnnyohR5WO0wrLt1Ov3vJXid+uroX6ROBlwhK6NfAGYN8a44wJJK1PJEIekpYnEN/NLTSroZwZRrIyOkZQ1PF7ovXAVhSg3w64E/iZ7ZeGYcympZZ6cu9rkP2HPbgSHrVjOIdI7ixJ73BJK89OqMduQWXB+bY/1OWj2Vquedt3StqMUEiXpX5h66JldBqR9VyVKNAkHKRpvddG2B43FLtpMG6v7vYWK9reWdEql2T1LPsN9yUU3j/bvjFZ4y6sOdaCRLz3VfT//arqW7bqmR6YYo3nJ6oHVNGTEuvU2UfSYbaLcdB/k1R57igaFnyKgT3fS8s02b5WkWBXq/OPIgHpohTrKSK2dAfiHv9R29dVjDdd0m+AS2oaD1az/aY09nFEvdlZiaOJjn5I2oRoGb03sBbR/KByYpAZObIyOnY4lcicfzIphacRxZjXIsrUfHIYxjyQCIi/CMD29ekhVUWv7v2vAzu6YScORYHvo4DX2V5d0hrAe21/q4Z47RjOIZL7NPBFRT3El6nh3lfzbkG98qCktVrW1GQh3YYoH/amOjtoqDwVz5eWwlaq/LphvddCDOdgLKojhqJGbLE160XA0TXcqS8lr0bLRbwiJR19ksJ2cWH5diKBsA7frLndDNrc+zMUxjoMQomdR9IK6X9D0vJEOagq/kpYD8+jh7q76Tw8Oyn33wDWkfQtd4/13odIeoKw2q5J1Mxdm6jHuXHFeO8lmlnUNR7MOIdSPGut/2sMMa4QzrIz0f71j8AfJV0/8w4r04msjI4d5nJf+ZJdidqihykKjF8/TGO+bPvJtptUZUZvr+5926U32RocS1jKjk77m5JiSOsoo73EcA5armGYRaNuQQ34CG3JRranAR+RdHSVsCLpYi9CaYawWB5t+9Eu278PWMr2z9LyVYQr05TEQbfxNQouzZJ1LSZ1eT8sqH8C4dx13fsFjiJaQ/48LX84rauafB5AKGhLS/ot8DbgYyXHuR5RZ3Q5+lv/Kssz9aJIFmQaufcHo8QSCZUXSbqdvpq7u9eQm9t23fOxyDcd8fAbEQ0Afkj8dm/psv20wiRjGyKT/lHgPEk/qDHeAQw0HpRNDtdsOx9b4SfDWmppBBknafZ0D3s7/X/rrPuMMvIPMnYoaoRbkGLIkmtmuMZsVGppEO79psxt+6q276Fuh6LaMZxDIadotXm97Wcl7UqUCzq84oHcqFtQr7ikPqdTS8NuJHfkb+grRA4RL3qBpO2I3//DbWJfJrr/tJgzyUxI++mmUBbrvS7ZZt2cj5LfvqlFtSkNJx9F1nf/eo8XqEZike1zFX3QNyDuHfu4vIvTb4kJXe0SUpIus72RBlbsqKvM9OzeH0yMqu2z031s1bTqFtt1+r+fIendts/qZTz6rKjvAY61faaksgny9DShe5xQnr5d+KxOy+dOxoOyxK2hCD0ZzZxMJHU9QmTUXwog6fXUSyTLjCBZGR07XCDpVKK23oJE7cGWNWrI40UTexMu9GKppTrWxgNp5t5vyiPJDdlySe5AfE91aBTDOQi5owiLxJrAF4gEg18DZcW0J6UYuWOJmMxniFI2o4lDidCIYlzb6ZL+THSP+nMHmTlt311Yviy51R5T1L0sY7D1Xnu1qM4sXpG0ou3/AqTrqK6reDyh2MwOrCaprKB8z+XRiGSnwSjcPbv3E41iVFPIwx4UQh4k1Ql52AfYT9JLxL22rrJ9b/IobAV8X9EKsywpbH/inB4HnN4KW0oTvbK6ny2a1mmeJbH9bUnnE2Wc/mHPiO+fjXi2ZUYRuQPTGCEFtO9MXFin2r43rV8bWNT2OcMwZlkR8DK5Rp2UmpIe0McQmcOPE0kzu9iuzMxNVp15CIW7VgznIOWutb2OpP2Bex39yq+1XVpTtCC/HBXdgmYGkm6yvVqXz24jygpNb1v/H3fp8CPpv7ZXrDHuHDWUieL2g+qgNdJIejthJS66lj9uuzS5SNL3ifvFjfRZOt1NYUvjTATOp2Z5tOJ5qwaNAJqi/l23ZlDlspf0SyLkoVXR4MPAK7aHI96+VV7rXUTFjduS4eBNZRPY5NJ/0VHSabUkfwuRlPRMN7nCeF+nr6rIOcC3bL8wBP9OJjOsZMvoGCHN6ma0tFPUr9uE6C8/5Ipo4jBJiwF/AE5xzbZvjPAMPSUkbJmsabMBzxHu30pltKlVZxDWoKcVRbB3BTZJMb9zlAlIOt+ppZ/tO9vXjRIkaUHbj7etXIiIhevk+r1S0qfc1ppU0h7Uz+zttd7rYC2qI4rt89M11CpddGtN1/J2xASgzrYAHyfc13NQUF4pT0Rs1AhghnDU3TyCKCk0J2ERfLZqQtckRjXRKOQhGQJ2AZa3fYikpYHFbZeeo44KBv8lztF3ApdWKKIHEMmJsysqS7yFqGjwVSKJ6dslsuOAMx3l4HoplJ/JjA48jI3v82voXkR9wNXT+8UJN/TfgJuAfYdx3MUIZfJyIp7sGzVk5iZunFen17eA8cNwbPMRrtUjCVeYgM8SltG/1tzH24B50vtdiRJTywyj3GJE/cGN0/IywEe6bDseWIhwcy+Y3i9EJJncMrPPybZj3T391psShcHnJSoAXAns3kVmUWKSciFR4P8wIrTjX0RlhDrj/gdYg+Tl6eF455jZ31nd40zX3x/S67N1jp1oUDChh3FubXBs13Z634P8JKLg+nWEIvpx4Ls15DZI59ozhNv8FeCpOsdLlLxqLa9Q57iJ0JqfATen5QWBq2vI7QPcQBSxPzjdP/cu2X5q+h7mBp4iPCAQ8aJTaox3PtFKdKaft/mVX72+spt+jCDpRttvTO/3A1a1/RFFv+TLPUwu8ML4byISTna2XZo93tS93+CY/kq45f9FBPwvSl+yxvU19zGFyFRfg0i8+SWwk+2yGM7Gcm37WBh41F0uQkn7EPUflyAsei2eIhIijqw71kigKAP1ZeCNadWNwKG2S/uUS9qiKGP7gh7GvBB4uztbXquOtUkHrRGlV9ey+kpXLUmcn+1u9261fo8nfqubeji2V4iYzVZr4VZ94LohK5Nsr1cM4SmG9pTJEZ6P04D1iCoQK9v+WoVc05CHVmjNjGOTNNn9rayd5KYAb7X9bFqeB/hXt3t12/77fQ+Srre9VsV4fyUsqL22b85kZjrZTT92KMbFvZ3Ues/205J6ehDXRdIbiLiz7YFHiVqnX6gh2tS93ysruK9o8y8Ja/Ey7i1GapptK8oMHemI4awq0t6zXHJJfo/oi3wIkbS0MDCbpI/YHlAn0dH56CeS9rZ9RA//00zB9hmSzuvx+ycpn7UV0Daa1ns9nGYdtEaaXl3LrXJV1xBNJOqyAXC9pDuI77GlUHad5Hrw2djPSZoTmKwoXXQ/Nbo+pbH/I2mc7VeA4yVdR/8uVZ1kmoY8vJzc4K0EyUWoV3FA9E82e4Xy+rkvSZrb0fRj3Rk7keavOV7P7ZszmdFCVkbHDndL2hu4hygHdDaAop5naczhIDgeOJPocXx1XSXD0S96MSJJ5GhFOaJTXK8IfS8Uiza/IumeXhUhGsRwNpQ7kqjjOD+heG1t+wpFX+2TKS/afbSib3yvhc9nBjdIepAoo3IpkSE/nGVUmtaJbdpBa6TpKZvefaWr5iHaZr6SlscRrXa78a6hO+TafJhQPvci4nWXol7by0ZKrJpn0/+UqAbxOknfJur+fqPGcR5PxEW3KklsR3RV6sYmLeW4zdI/B/DRGuP9gd5+80xm1JDd9GMESYsScUeLE+0//5HWb070E/9hmXyPY80OfAf4BNCq5bc0cXP9ei9KUC/u/QbHWXQTQp+rsLbLNSnNHyKU7UslLQNs5pJWm03kim42STfbfkPhs1LX5EhnAQ+W9F1sTMTVvptoY7vWMI11g5vVe12fsFD3alEdUVIIwwn07lq+AtjSKQNb0Zf7H7Y3LJMryC8A7GW7a9JMUzSw2cGVRIiNgS/b/kOF/LJET/k5CSV2PuAo2/+pkGt8HaVJYyth8ALbN1fJJLl1gI3S4qWuaOk5GAb7m2cyM5NsGR0j2H4I2LPD+gup30O6LocSCSjL234aIFk3f5he+5QJD8K93xND4CbE9gNE8lErhvPuKkW0oVzR0vF8++46Caive0ijLOCZgaSlCCV0YyJm8Uaidelw0bTea1OL6oiRLFtrAk1cy+NdKAXkaO06d4cxlibqfS5B9Ho/mZj0fji9Hw7amx28hv7NDjoqox2U2IvpU2L/RSSzlTGY62huIrnIVBSgV1SQaHFnes34zH0tKoeaWr95JjMaycroGEFSafyXh7a70TZEQsAMJcn2U5I+TdS8K1VGaejeb4La2gP2INdzDOdg5OhrvVdsu0daHt9F5ioiJGMwhc9Hmv8Rmc7fsT1g8jQMfBr4oqSe6r3SvPPWiJFCTyba/jHQa13ZZ1VIJJS0LgMnQQAnEdbhPxKu+klEe+E10oRrOGja7KCRElug0XWkqAm8I/EdiYhRPa0k7OgaQmlteWxa91Gl98PVAKT9N1+Pzr95JjPqyG76MYKkh4k4t5OJcjn9e741r73Xaax/2165wWdD5t7v8Xj/SpRM6aXH9ST6YjiPoS2Gs5vbvKlcE1ru+zZXLURpp0pX7cxA0VlqIyIubxngNuBi22WxciNOijU8r4FFdUSR9GPCtXwK/TOkS6tVpDCE3xNVGESUFPug7Ult2/XLCpd0D5EEOCxJkWmMRs0OJF1te/3C8pG2P5veX2F7gy5y+xIlxBYgEj/vSB8tB3zCFdUbJN0KrNmaVKc4/ettr1ImN9K0/eYQIV07276mu1QmMzrIltGxw2JELc2JRKzimYTyc+MwjHVTsvL1czsreqnfUiI3KPf+IGjSHnD2QtztwbavSDK3SGUJr43lmrCIpM+n90cTbkIIa87aDH14xqCxPVlR6Pu/hKt+V6L26LAoo5LeRigGz6bzcx3g8BoTk6YW1ZFmrfT34MI6A1tUyE0hitjPcO/TJclH0oL0TW4fBeZXOpmHyaXctNnBgsWFliKaWKREbimiesIbiMnRY8S180fb95XItbiP8F60PDyvAe6tEpL0fiK+9Mm0vAARV/6XGmPWJimhdzu6Nq1KJGl9gEiKvKNUOJMZJWTL6BhE0eN4IqH8HeQhrjcpaUmiRMjz9HWpWY+IlXq/UyvSDnK30ebeT+vHEUXaVxrK4yzsv+f2gOrfyrBfO8725aGQa4Kk+4mC2x21XNsHDdVYQ0WyHL+GsERdSiRtVHbCGsR4g673OivS6Vzssu5OIp650zlm20PuUlYkY/6FSBxrWXjXJc6b7Ww/2EXut8BFXZTYzWxPrBh3TuI+tiHw1vR6wl3a2Bbk/gKsT9TvBNiSUJrvgdLarQNqg6pGHdVekXQtkbj0mKRNCOvo3sRE5g22dxjK8TKZ4SBbRscQSQl9D6GILkdfyZEhJSmbb1H/YuRn2T6/WnTg7CbFvg3brKdhiEKTGM7ByDXhftsHV282qtja9sMjOF6jOrGDsKiOCAWLeEfcJetfUeVhSeLcXJs+JXM+IgmnfT/LDe5Ie8eRjLlh2/3lzCp3OZE5/xdFq+EBSmyNoecivof50+s+outRFecQzQMMTKO+R6KTJXo4nrnjChbsnYFjbP8R+KOk64dhvExmyMnK6BhB0knA6sBZhDV0uArJz8C9FyNv6t4fFGrQ49oNM/GbyjVkyP3+I8BLkn5EXy3Hi4GDPXy1RpvWiT2KmFisSVR6+CWRjDZaLKrzpr+rEFa5VgLjtpS7st8JfIxwTRcV1qeJWOeOSDrf9tur1g0lvd5fmiqxko5J2z9NxNv/E/iR7ccr5Iox8HcR1+MyRAz8fjVi4Cela+FnaXkv+jxNQ8k49VXeeDvRmrdFfsZnxgTZTT9GUHRZasVDFn+0URPr1tS9PwTjNmoPONrR8JaBGRYk/ZHox12s5bim7Q8M03hN68S2WjzuD9ybLKpDGmYxFEi6BHhPIQZ7XkIB26RCbvtkHava/3hgHkIp3Iz+ltSz3WOVitGIpLOJihc3EIrov6jR8CAlj80L/F+HGPjnbO9bIT8PUTZry7TqXOBbTu1BhwpJXyfq+T5CKMvrJG/B64ETbb9tKMfLZIaDrIxmhpw2y8VNNdz7gx2vUY/rzNDTJU6usq/2EI29MPBolZKRtr2YSPD4OGHFfQiY7NRedrSQMrnXcKotmkJ1pnTL5Ja0q+3fSPoCHerXtrv3Je0D7EvUGS0m8zwFHDvU8egzi5SQ9UYiXnRDwsv0GNEr/oAuMjMlBr4JyTu0OFHk/tm0bmVggisqL2Qyo4Fsws8MOQ3c+4Ol1R7wevXY4zoz5DwvaSPbl8GM2Mwhr3Wo5vVeW+xMWFR3s/1AsqgeOtTHOQScBFyl/i0lT+y+Oa06nRM6fNZJOf0J8BNJe9s+YjAHOppJCuUNkp4AnkyvbYA3Ax2VUQYZA5+UwS8S8f0znrW2qyoh9IxTVY+2df8e6nEymeEiW0YzYx4NbA84P/BzV7QHzAw9KQbzJOI3AHgc+KjtXou2V40zZPVee7GozgwULSU3TouXuKSlpKSl3b+gfPGzbWyf0eWzOYkObzP6tgN1+raPeiR9jj6L6MuEq771muouNVVTFv2fusTA7+SKRiOK7k6/IEKWZhTXd677mckMICujmVkCRSHqZWzfOrOPJTMjtq7VuWtf24cP8f5nuP4l3Wz7DYXPuoZolFlUgToW1RFH0kbASraPl7QI4XrtWD9S0i3Au2zf2bb+48A33L2gfOO+7aOdlER0OfBP2/f3IDeoGHhJ19het9lRZzKvLrIymhnzSNqWSCqY0/byktYiMriHskVqpiGS/md7mSHeZ9M6sSPWQWsokHQAoQCtYntlSUsAp3VLSpH0bqLA+3ts35bWfY0ISdja9j1t289ue5raOjGlzwasezXSNAZe0oFELPKfiZqqwLA1EshkxjQ5ZjQzK3AgEft1EYDt6yUtPzMPKNOP4ShR1bTe60h20BoK3k9027oWwPZ9KaO+I7bPUnSV+ruk7YBPEtfGJl1KGV1F1Fht1Lf91cAgYuA/mv5+qbg7hq83fSYzZsnKaGZW4GXbT7YpE9nkP3oY8t/Czeu9FuMD2xOrRuM581Iq02OYUS6oFNvnJ7f8RURc5BZOfdU70LpovghcKOn2tLwcUWkg0xDbeUKcydQkK6OZMYuks4hC0jcqurKMk7QS8DniIZwZISQ9TWdlTkSM3WhhJDtoDQWnSjoaWEDSp4gC7Md227jwO4joTPR24KFU2qhTPeJF1Nft6WiiYQSEVXRt6ncbyiQkfdn2D9L7HW2fVvjsO7a7Nh/IZF6t5JjRzJhF0o7At4kklLmArdJH5wCHtGozZjJjGUlbAe8gFMxzbJ9bIdLLvu8nulF1jFGwfdBQjfVqoWk8cybzaiYro5kxjaQJRJeTdxFKaeuEdnuB70xmLDMcJaiycjT0FKs5tFd2yM04MpnO5MLgmbHOS0Sb1NcQhb5br65JHpnMaEfSBpIukvQnSWtLuoFoZ/mgpHcN5VBDuK9M4C7vOy1nMhmyZTQzhkkP5R8BpxOlnJ6byYeUyQwJI1WCStJCudTQ0CLpFWKC3IqXbt2XBIy3PcfMOrZMZrSSldHMmEXSpcCetm+c2ceSyQwlTYv6ZzKZzFgkZ9Nnxiy2N67eKpMZk4y1ElSZTCbTmGwZzWQymVFGdvVmMplXE1kZzWQymUwmk8nMNHI2fSaTyWQymUxmppGV0Uwmk8lkMpnMTCMro5lMJpPJZDKZmUZWRjOZTCaTyWQyM42sjGYymUwmk8lkZhr/D4kHCYPwhOC6AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 864x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corrmat = df_train.corr()\n",
    "f, ax = plt.subplots(figsize=(12, 9))\n",
    "sns.heatmap(corrmat, vmax=.8, square=True)\n",
    "# 热力图 相关性\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1260x1260 with 56 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 售价与其他因素的散点图\n",
    "sns.set()\n",
    "cols = ['SalePrice', 'OverallQual', 'GrLivArea',\n",
    "        'GarageCars', 'TotalBsmtSF', 'FullBath', 'YearBuilt']\n",
    "sns.pairplot(df_train[cols], height=2.5)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "outer range (low) of the distribution:\n",
      "[[-1.83820775]\n",
      " [-1.83303414]\n",
      " [-1.80044422]\n",
      " [-1.78282123]\n",
      " [-1.77400974]\n",
      " [-1.62295562]\n",
      " [-1.6166617 ]\n",
      " [-1.58519209]\n",
      " [-1.58519209]\n",
      " [-1.57269236]]\n",
      "\n",
      "outer range (high) of the distribution:\n",
      "[[3.82758058]\n",
      " [4.0395221 ]\n",
      " [4.49473628]\n",
      " [4.70872962]\n",
      " [4.728631  ]\n",
      " [5.06034585]\n",
      " [5.42191907]\n",
      " [5.58987866]\n",
      " [7.10041987]\n",
      " [7.22629831]]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\jiang\\AppData\\Local\\Temp/ipykernel_13404/2647581343.py:9: FutureWarning: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n",
      "  df_train['SalePrice'][:, np.newaxis])\n"
     ]
    }
   ],
   "source": [
    "# 单变量分析\n",
    "\n",
    "# 这里的主要问题是建立一个阈值，将观察值定义为离群值。\n",
    "# 为了做到这一点，我们将对数据进行标准化(归一化)。\n",
    "# 数据标准化意味着将数据值转换为平均值为0，标准差为1。\n",
    "\n",
    "# 标准化\n",
    "saleprice_scaled = StandardScaler().fit_transform(\n",
    "    df_train['SalePrice'][:, np.newaxis])\n",
    "low_range = saleprice_scaled[saleprice_scaled[:, 0].argsort()][:10]\n",
    "high_range = saleprice_scaled[saleprice_scaled[:, 0].argsort()][-10:]\n",
    "print('outer range (low) of the distribution:')\n",
    "print(low_range)\n",
    "print('\\nouter range (high) of the distribution:')\n",
    "print(high_range)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 低范围的值是相似的，离0不太远。\n",
    "- 高范围的值离0很远，7.x的值确实超出了范围。\n",
    "\n",
    "现在，我们不会把这些数值中的任何一个视为离群值，但我们应该小心对待那两个7.x值。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*.  Please use the *color* keyword-argument or provide a 2D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 双变量分析\n",
    "\n",
    "#  saleprice/grlivarea\n",
    "var = 'GrLivArea'\n",
    "data = pd.concat([df_train['SalePrice'], df_train[var]], axis=1)\n",
    "data.plot.scatter(x=var, y='SalePrice', ylim=(0,800000));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 两个具有较大'GrLivArea'的数值似乎很奇怪，它们没有跟随点群。我们可以猜测为什么会发生这种情况。也许它们指的是农业区，这可以解释低价的原因。这两点显然不代表典型的情况。因此，我们将它们定义为离群值，并删除它们。\n",
    "- 图中上方的两个观察值是我们说过的那些7.x的观察值，我们应该小心。它们看起来像两个特殊的案例，然而它们似乎是顺应趋势的。出于这个原因，我们将保留它们。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*.  Please use the *color* keyword-argument or provide a 2D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_train.sort_values(by = 'GrLivArea', ascending = False)[:2]\n",
    "df_train = df_train.drop(df_train[df_train['Id'] == 1299].index)\n",
    "df_train = df_train.drop(df_train[df_train['Id'] == 524].index)\n",
    "# saleprice/grlivarea\n",
    "var = 'TotalBsmtSF'\n",
    "data = pd.concat([df_train['SalePrice'], df_train[var]], axis=1)\n",
    "data.plot.scatter(x=var, y='SalePrice', ylim=(0,800000));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\jiang\\AppData\\Local\\Programs\\Python\\Python38\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 正态分布\n",
    "sns.distplot(df_train['SalePrice'], fit=norm);\n",
    "fig = plt.figure()\n",
    "res = stats.probplot(df_train['SalePrice'], plot=plt)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "“销售价格”不是正态分布的。它显示“峰性”，正偏态，不遵循对角线。\n",
    "但并没有什么关系。一个简单的数据转换就可以解决这个问题。\n",
    "这是你可以在统计书籍中学到的一个很棒的东西:在**正偏态的情况下，对数变换通常很有效**。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\jiang\\AppData\\Local\\Programs\\Python\\Python38\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_train['SalePrice'] = np.log(df_train['SalePrice'])\n",
    "sns.distplot(df_train['SalePrice'], fit=norm);\n",
    "fig = plt.figure()\n",
    "res = stats.probplot(df_train['SalePrice'], plot=plt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\jiang\\AppData\\Local\\Programs\\Python\\Python38\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# GrLivArea\n",
    "sns.distplot(df_train['GrLivArea'], fit=norm);\n",
    "fig = plt.figure()\n",
    "res = stats.probplot(df_train['GrLivArea'], plot=plt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\jiang\\AppData\\Local\\Programs\\Python\\Python38\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_train['GrLivArea'] = np.log(df_train['GrLivArea'])\n",
    "sns.distplot(df_train['GrLivArea'], fit=norm);\n",
    "fig = plt.figure()\n",
    "res = stats.probplot(df_train['GrLivArea'], plot=plt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 检验两个度量变量同分布\n",
    "plt.scatter(df_train['GrLivArea'], df_train['SalePrice']);"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "a9661a0f83c933cf25e0dd40af67627cb20747a37143c65b775945a664681eb4"
  },
  "kernelspec": {
   "display_name": "Python 3.8.5 64-bit",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
